{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "%config InlineBackend.figure_format='retina'\n",
    "\n",
    "import dask.dataframe as dd\n",
    "import dask.array as da\n",
    "import dask.distributed\n",
    "import geopandas as gpd\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import iris, iris.plot\n",
    "\n",
    "import sklearn\n",
    "from shapely.geometry import Point\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.colors import SymLogNorm as symlog\n",
    "from matplotlib import rcParams\n",
    "import seaborn as sns\n",
    "import palettable\n",
    "sns.set_style('white')\n",
    "\n",
    "client = dask.distributed.Client()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "rcParams['font.sans-serif'] = ('Helvetica', 'Arial', 'Open Sans', 'Bitstream Vera Sans')\n",
    "rcParams['font.size'] = 12\n",
    "rcParams['font.stretch'] = 'normal'\n",
    "rcParams['font.weight'] = 'normal'\n",
    "\n",
    "import os.path\n",
    "homedirpath = os.path.expanduser('~')\n",
    "fontdirpath = ''\n",
    "if '/Users/' in homedirpath:\n",
    "    fontdirpath = os.path.join(homedirpath, 'Library/Fonts/')\n",
    "else:\n",
    "    fontdirpath = os.path.join(homedirpath, '.fonts/')\n",
    "fontsize2 = 'size={0:0.1f}'.format(12)\n",
    "rcParams['mathtext.it'] = ((':family=sans-serif:style=normal:variant='\n",
    "                            'normal:weight=normal:stretch=normal:file={0}/'\n",
    "                            'HelveticaOblique.ttf:' +\n",
    "                            fontsize2\n",
    "                            ).format(fontdirpath))\n",
    "rcParams['mathtext.rm'] = ((':family=sans-serif:style=normal:variant='\n",
    "                            'normal:weight=normal:stretch=normal:file={0}/'\n",
    "                            'Helvetica.ttf:' +\n",
    "                            fontsize2\n",
    "                            ).format(fontdirpath))\n",
    "rcParams['mathtext.tt'] = ((':family=sans-serif:style=normal:variant='\n",
    "                            'normal:weight=normal:stretch=normal:file={0}/'\n",
    "                            'Helvetica.ttf:' +\n",
    "                            fontsize2\n",
    "                            ).format(fontdirpath))\n",
    "rcParams['mathtext.bf'] = ((':family=sans-serif:style=normal:variant='\n",
    "                            'normal:weight=normal:stretch=normal:file={0}/'\n",
    "                            'HelveticaBold.ttf:' +\n",
    "                            fontsize2\n",
    "                            ).format(fontdirpath))\n",
    "rcParams['mathtext.cal'] = ((':family=sans-serif:style=normal:variant='\n",
    "                             'normal:weight=normal:stretch=normal:file='\n",
    "                             '{0}/Helvetica.ttf:' +\n",
    "                             fontsize2\n",
    "                             ).format(fontdirpath))\n",
    "rcParams['mathtext.sf'] = ((':family=sans-serif:style=normal:variant='\n",
    "                            'normal:weight=normal:stretch=normal:file={0}/'\n",
    "                            'Helvetica.ttf:' +\n",
    "                            fontsize2\n",
    "                            ).format(fontdirpath))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "bike = dd.read_parquet('/data/citibike.parquet', engine='fastparquet')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "bike = bike.set_index('start_time', npartitions=64)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "bike.to_parquet('/data/citibike_start_time_indexed.parquet', compression='SNAPPY', has_nulls=True, object_encoding='json')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "bike = dd.read_parquet('/data/citibike_start_time_indexed.parquet', engine='fastparquet')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "bike2=bike[['start_station_id', 'end_station_id']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "z = bike2.sample(frac=0.1, random_state=42).compute()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def feature_engineer_times(df):\n",
    "    df2 = pd.DataFrame(index=df.index)\n",
    "    df2['hours_till_next_business_hour'] = ((((df.index +  pd.tseries.offsets.BusinessHour(.01)) \n",
    "                                              - df.index).total_seconds())/3600.)\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Int64Index([27, 28, 29, 28, 28, 28, 29, 28, 28, 27,\n",
       "            ...\n",
       "            50, 51, 50, 52, 50, 51, 52, 50, 52, 51],\n",
       "           dtype='int64', name='start_time', length=369021)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "z.index.weekofyear"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Float64Index([ 0.50024543379, 0.519990487062, 0.550034246575, 0.520258751903,\n",
       "                        0.52, 0.527566590563, 0.549305555556, 0.521822678843,\n",
       "              0.518531202435, 0.503027016743,\n",
       "              ...\n",
       "              0.956889269406, 0.977199391172, 0.957132800609, 0.993417047184,\n",
       "              0.961504946728, 0.977781582953, 0.999227549467, 0.961065449011,\n",
       "              0.993864155251, 0.974908675799],\n",
       "             dtype='float64', name='start_time', length=369021)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(z.index.dayofyear / 365.) + (z.index.hour / 24./365.) + (z.index.minute / 60. / 24. / 365.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Float64Index([0.589583333333, 0.796527777778,         0.7625, 0.894444444444,\n",
       "                         0.8, 0.561805555556, 0.496527777778, 0.465277777778,\n",
       "              0.263888888889, 0.604861111111,\n",
       "              ...\n",
       "              0.264583333333, 0.677777777778, 0.353472222222, 0.597222222222,\n",
       "              0.949305555556, 0.890277777778, 0.718055555556, 0.788888888889,\n",
       "              0.760416666667, 0.841666666667],\n",
       "             dtype='float64', name='start_time', length=369021)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(z.index.hour / 24.) + (z.index.minute / 60. / 24. )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Float64Index([          0.15, 0.116666666667,            0.3, 0.466666666667,\n",
       "                         0.2, 0.483333333333, 0.916666666667, 0.166666666667,\n",
       "              0.333333333333, 0.516666666667,\n",
       "              ...\n",
       "                        0.35, 0.266666666667, 0.483333333333, 0.333333333333,\n",
       "              0.783333333333, 0.366666666667, 0.233333333333, 0.933333333333,\n",
       "                        0.25,            0.2],\n",
       "             dtype='float64', name='start_time', length=369021)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(z.index.minute / 60. )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# d_df['weekday_name'] = d_df.map_partitions(lambda l: l.index.weekday_name, meta=('asdf', str))\n",
    "# d_df['bday_forward'] = d_df.map_partitions(lambda l: (l.index+pd.tseries.offsets.BusinessHour(1)) - (l.index), meta=('asdf', 'M8[ns]'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/shekhar/anaconda3/lib/python3.5/site-packages/statsmodels/nonparametric/kdetools.py:20: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future\n",
      "  y = X[:m/2+1] + np.r_[0,X[m/2+1:],0]*1j\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f33f4e23160>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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RhU1TmPc4pF84pbneuovNUWmgdBGGAQAAkDenz05b1rs6i/9+YbOmer9lzRAtoHQRhgEA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\nfTvUajU+/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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f33f502f9e8>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 344,
       "width": 481
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot((z.index.hour / 24.) + (z.index.minute / 60. / 24. ))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/shekhar/anaconda3/lib/python3.5/site-packages/statsmodels/nonparametric/kdetools.py:20: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future\n",
      "  y = X[:m/2+1] + np.r_[0,X[m/2+1:],0]*1j\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f3404efa710>"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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5bOP2O/3924c0HI6nWgZHWtwGh6LqHQirqz+k5CTvJZ5IqrW9V63tvfr/Rp5rqPam59qN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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f3405315358>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 344,
       "width": 498
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(z.index.minute, bins=np.linspace(0, 61, 62))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/shekhar/anaconda3/lib/python3.5/site-packages/statsmodels/nonparametric/kdetools.py:20: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future\n",
      "  y = X[:m/2+1] + np.r_[0,X[m/2+1:],0]*1j\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f340526fe10>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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GBWnbhrkKD7m+bauul81mU3iIS+EhLmUlE5QnssykCDnsNnk+m6598EwFwRmY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\n/j9dNJqUBeKfggAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f340400fb00>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 344,
       "width": 487
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot((z.index.dayofyear / 365.) + (z.index.hour / 24./365.) + (z.index.minute / 60. / 24. / 365.))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-0.041666666666666664, 7.041666666666667)"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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YX3TRRZk6dWpmzJiR73//+6Vd0hcsWJBXXnkll156aanUn3feeenUqVPmzp2b\nyy67LN26dUvy6fnfixYtyumnn156DQAAAJpLk8r3gTj33HMzbNiwLFy4MNXV1enbt29WrlyZ1157\nLeecc06GDx9eyvbq1StXX311pk+fnvPPPz8DBw5MbW1tampq0rt371x11VWlbMeOHXPzzTdn4sSJ\nueCCC3L22Wdn8+bNefbZZ9O1a9dMmDChlK2srMydd96ZcePG5ZJLLsmQIUOyY8eOLF68OG3bts1t\nt912sG4HAAAAh5BmOed7f02aNCnjx4/PRx99lPnz5+eDDz7I9ddfn7/9279tkL3ppptyxx13pFWr\nVnn88cezYcOGjB49Oj//+c9z2GGH1cuOHDkyP/nJT9KlS5c8+eSTWblyZUaMGJG///u/L232ttfg\nwYMzY8aM9OrVK4sWLcqyZcsyePDg/PKXvzTrDQAAQCEKmfkeMWJEo2d+t2zZMmPHjs3YsWP3a5yR\nI0dm5MiR+5UdNmxYhg0btl/ZqqqqVFVV7VcWAAAAmuqgLTsHAAAODU4dgIYO6rJzAAAAOBSZ+QYA\nOASZmeRga+y/c4n/3nHoMPMNAAAABTPzDQAA/NH2NaMN1Kd8AwAAUAiPG/x/lp0DAABAwZRvAAAA\nKJhl5wAAADTZgTz/fyieuGDmGwAAAAqmfAMAAEDBlG8AAAAomPINAAAABVO+AQAAoGB2OwcAAL40\nh+Ku1xyazHwDAABAwZRvAAAAKJhl5wB8ZTW2FBEA+PL5d/SBM/MNAAAABVO+AQAAoGCWnQMAAPvF\nUmP44ynfAMBXij/cA/BNZNk5AAAAFEz5BgAAgIIp3wAAAFAw5RsAAAAKpnwDAABAwex2Dnwt2P0Y\nAICvMzPfAAAAUDDlGwAAAAqmfAMAAEDBPPPN145nfwEA4JunsT/nD606/mBfRmGUb77QN/1/BAAA\nAEWz7BwAAAAKpnwDAABAwZRvAAAAKJhnvgEAANgnGx43DzPfAAAAUDDlGwAAAApm2TkAAAeVJazA\nocjMNwAAABRM+QYAAICCKd8AAABQMOUbAAAACqZ8AwAAQMGUbwAAACiY8g0AAAAFc843AADwldLY\nWfBDq44/2JcBzcrMNwAAABRM+QYAAICCKd8AAABQMOUbAAAACqZ8AwAAQMGUbwAAACiYo8YAAIB6\nGjvqC2ga5RvgG84foAAAvnyWnQMAAEDBlG8AAAAomPINAAAABVO+AQAAoGA2XINDiI23AADgy2Hm\nGwAAAArmSgsjAAAgAElEQVSmfAMAAEDBLDsHAKAwHnkC+JTyDQDA115jJX9o1fEH+zIA9smycwAA\nACiY8g0AAAAFU74BAACgYMo3AAAAFMyGawAAAHwlfZM2UzTzDQAAAAUz8w0A30DOVgaArxYz3wAA\nAFAw5RsAAAAKpnwDAABAwZRvAAAAKJjyDQAAAAVTvgEAAKBgzXLU2G9/+9vcd999qampyfbt29Op\nU6ecccYZGTduXLp06VLKffLJJ3n44Yczd+7cvPnmmznqqKMyZMiQXH/99Wnbtm2DcR999NE89NBD\nqa2tTbt27TJo0KCMHz8+nTp1apB95pln8tOf/jRr1qxJq1atMmDAgNxwww054YQTGmRfeumlTJky\nJStXrkxZWVn69OmTcePG5bvf/W5z3A4AAACop8nlu7a2Npdcckl27tyZgQMH5thjj82KFSsyZ86c\n/PM//3Pmz5+fjh07JknuuOOOzJs3L926dcuFF16YdevWZebMmampqck//MM/pLKysjTuAw88kPvu\nuy9HH310hg8fnnfffTfz58/P888/n0ceeSQdOnQoZR977LHcfPPNad++fYYOHZodO3bk6aefzpIl\nSzJnzpx6BXzp0qX5y7/8y1RUVOTcc89NWVlZnn766YwaNSo/+9nP0q9fv6beEgCAQ5Lz5QH2rcnl\n+7777suHH36Yv/mbv8n3vve9JMmePXsyceLEzJ49Ow8//HAmTJiQZcuWZd68eRk4cGCmTZuWioqK\nJMnUqVMzZcqUTJ8+Pdddd12SZP369Zk6dWp69uyZ2bNnl2bF58+fn1tuuSWTJ0/O3XffnSTZtm1b\n7rrrrnTq1CmPPPJIaaZ92bJlufLKKzNx4sTMnDkzSVJXV5fbb7895eXlmTNnTk488cQkydq1a1Nd\nXZ1bb701CxcuTFmZ1fgAAAA0nya1zD179mTx4sX5kz/5k1LxTpIWLVrkBz/4QZLk3/7t35Iks2bN\nSpLceOONpeKdJGPGjElFRUXmzp1bem327Nmpq6vLuHHj6i1Hr66uTufOnfPEE09k586dSZIFCxZk\n27ZtGTNmTL0l7gMGDEjfvn2zdOnSbNiwIUny3HPPZf369bn44otLxTtJunXrliFDhqS2tjY1NTVN\nuSUAAADQQJPK9wcffJCjjjoqp5xySoP3ysvLkyStW7dOkixfvjwdOnRI79696+XatGmTk08+OW+9\n9VY2btyYJHnxxRdTVlaWM844o162RYsW6devX3bt2pUVK1YkSaksDxo0qME17F1C/uKLLx5wFgAA\n+Op4amltg1/wddKkZeft27fP4sWLG31v9uzZSZKqqqq8/fbbee+993Lqqac2mu3evXteffXV1NbW\n5rjjjsvq1atz9NFH5/DDD280m3z6rPmAAQOyatWqlJeXN7qxWo8ePUrZJFm1alW9MT4vCwAAcCjx\nFxrFapbdzvd6/PHH8/LLL+ff/u3f8uqrr+ayyy7LxRdfnN/+9rdJkqOOOqrRzx1xxBFJPp1J3759\ne3bv3r1f2STZsmVL2rdvX5pp/6x27dqVMp/9fe8GcJ+XBQAAgObSrOV76dKlmT9/fuk/r1+/Pu+/\n/362b9+eJPV2M/+svUvTP/nkkwPKJsn27dvTuXPnRrNt2rRJ8ulGa3uz+xr7D7MAAADQXJp1W+97\n7703L7/8cubNm5dzzz03S5cuzQ033FDaYO2jjz5q9HO7d+9O8mmxbtmy5X5nk6Rly5b7zH788ccN\nsvsae++4rVq1+oKfEgAAAA5Ms5+p1aZNm/yH//Afct999+W4447Lv/7rv5bO5N66dWujn9m71Ltz\n58458sgjU15evl/ZJOnQoUO2b9+ePXv27Fd2X9fx/vvv18sCAABAc2lS+V6wYEGuuOKK/OpXv2rw\nXkVFRU4++eQkyTvvvJPWrVvn9ddfb3ScdevWpaysLD169EhFRUW6du2aN998Mx9++GGj2SSlo8K6\nd++e3bt3Z+3atfuVTZI1a9bsM9uzZ8/P/6EBAADgADX5nO+ampr8+te/bvT9TZs2JUmOOeaY9O/f\nP5s3b87q1avrZbZu3ZoVK1akT58+pTO9q6qqUldXlxdeeKFedu9rnTt3LhXq0047LUmyZMmSBt+/\nZMmSVFZWpn///vWyzz//fKPZJBk4cOD+/fAAAACwn5pUvs8888wcdthh+cd//McGM8/z5s3LihUr\n0rdv3xx99NG5/PLLkySTJ08ubWq2Z8+eTJo0Kbt27cqoUaNKn73sssvSokWLTJkyJTt37iy9Pm3a\ntGzatCmjRo1KixYtkiQXXXRRWrVqlRkzZuS9994rZRcsWJBXXnkl1dXVpVJ/3nnnpVOnTpk7d269\n662pqcmiRYty+umnp1u3bk25JQAAANBAk3Y779ChQyZMmJB77703//k//+cMGjQoRx55ZNasWZNX\nXnkl7du3z1//9V8nSc4999wMGzYsCxcuTHV1dfr27ZuVK1fmtddeyznnnJPhw4eXxu3Vq1euvvrq\nTJ8+Peeff34GDhyY2tra1NTUpHfv3rnqqqtK2Y4dO+bmm2/OxIkTc8EFF+Tss8/O5s2b8+yzz6Zr\n166ZMGFCKVtZWZk777wz48aNyyWXXJIhQ4Zkx44dWbx4cdq2bZvbbrutKbcDAAAAGtXko8auuuqq\ndO7cOb/4xS/y3HPP5eOPP07nzp1z2WWX5dprr80xxxxTyk6aNCknnXRSHn300cyfPz9dunTJ9ddf\nn2uuuabBuDfddFOOPfbYzJo1K48//ng6dOiQ0aNH54c//GEOO+ywetmRI0fmW9/6Vh588ME8+eST\nadeuXUaMGJHx48eXNlnba/DgwZkxY0buv//+LFq0KJWVlRk8eHAmTJiQE044oam3AwAAABpolnO+\nv//97+f73//+F39Zy5YZO3Zsxo4du1/jjhw5MiNHjtyv7LBhwzJs2LD9ylZVVaWqqmq/sgAAANBU\nzVK+oShPLa39si8BgAL5/3kADhXNfs43AAAAUJ+ZbwC+EsyAAgDfZGa+AQAAoGDKNwAAABRM+QYA\nAICCKd8AAABQMOUbAAAACma3cwAADojTCQAOnJlvAAAAKJjyDQAAAAWz7Bz4yrGcEQCAbxrl+xCl\n3AAAABw8yjcAwDeEv1wH+OryzDcAAAAUTPkGAACAginfAAAAUDDlGwAAAApmwzUADjqbQgEAhxrl\nG4BDyr6K/9Cq4w/mZRyS/KULAIcy5Rs4ZClhAAAcLJ75BgAAgIKZ+QYAgEOYR0Lg4FC++crwf/wA\nAMA3lfINQKH8xdqhyT93AKjPM98AAABQMDPfAMA3ntMNAPiyKd8QfygDAACKpXwDXyrPhQIAcCjw\nzDcAAAAUTPkGAACAgll2zpfCUmMAAOBQYuYbAAAACqZ8AwAAQMEsOwegWXic5NDknzsA7B/lGzho\n/CEdAICm2tefKYdWHX8wL+OAWXYOAAAABVO+AQAAoGDKNwAAABRM+QYAAICCKd8AAABQMOUbAAAA\nCuaoMQAA4Gvp63rkFIcmM98AAABQMOUbAAAACmbZOYXa11IgAACAQ4mZbwAAACiYmW+g2VnxAAAA\n9Zn5BgAAgIIp3wAAAFAw5RsAAAAK5plvAACAQ4w9eg4+M98AAABQMDPfAHyuxv5mfGjV8Qf7MgAA\nvtbMfAMAAEDBzHwDAJDEM6AARTLzDQAAAAVTvgEAAKBglp0DAA3YaA8AmpeZbwAAACiY8g0AAAAF\nU74BAACgYMo3AAAAFEz5BgAAgIIp3wAAAFAw5RsAAAAKpnwDAABAwZRvAAAAKFjLL/sCgK+Pp5bW\nNnhtaNXxB/syAADga0f5BgD2S2N/AQcA7B/LzgEAAKBgZr4BOGBmQAEADoyZbwAAACiY8g0AAAAF\nU74BAACgYMo3AAAAFEz5BgAAgII1y27n77//fqZOnZpnnnkm77zzTg4//PCccsopGTduXL7zne+U\ncp988kkefvjhzJ07N2+++WaOOuqoDBkyJNdff33atm3bYNxHH300Dz30UGpra9OuXbsMGjQo48eP\nT6dOnRpkn3nmmfz0pz/NmjVr0qpVqwwYMCA33HBDTjjhhAbZl156KVOmTMnKlStTVlaWPn36ZNy4\ncfnud7/bHLcDAICvgH2dzDC06viDeRkASZph5vuDDz7IxRdfnF/84hfp1KlTRowYkZ49e2bx4sUZ\nOXJkVqxYUcrecccduffee7Nnz55ceOGF6dq1a2bOnJkrrrgiH3/8cb1xH3jggfzoRz/Kli1bMnz4\n8HznO9/J/Pnzc+mll+Z3v/tdvexjjz2Wa6+9Nm+88UaGDh2aU089NU8//XQuvfTSvPHGG/WyS5cu\nzejRo/Pqq6/mrLPOyllnnZWXXnopo0aNyvLly5t6OwAAAKCBJs98T5s2LRs3bsw111yTG2+8sfT6\nzJkzc8899+TOO+/MvHnzsmzZssybNy8DBw7MtGnTUlFRkSSZOnVqpkyZkunTp+e6665Lkqxfvz5T\np05Nz549M3v27NKs+Pz583PLLbdk8uTJufvuu5Mk27Zty1133ZVOnTrlkUceSZcuXZIky5Yty5VX\nXpmJEydm5syZSZK6urrcfvvtKS8vz5w5c3LiiScmSdauXZvq6urceuutWbhwYcrKrMaH/eW8ZwAA\n+GJNbpn/+I//mFatWuWv/uqv6r0+evTodOrUKb/5zW/y1ltvZdasWUmSG2+8sVS8k2TMmDGpqKjI\n3LlzS6/Nnj07dXV1GTduXL3l6NXV1encuXOeeOKJ7Ny5M0myYMGCbNu2LWPGjCkV7yQZMGBA+vbt\nm6VLl2bDhg1Jkueeey7r16/PxRdfXCreSdKtW7cMGTIktbW1qampaeotAQAAgHqaVL737NmTt956\nK926dUurVq3qvdeiRYtSGd60aVOWL1+eDh06pHfv3vVybdq0ycknn5y33norGzduTJK8+OKLKSsr\nyxlnnNFgzH79+mXXrl2l5ex7y/KgQYMaXF+/fv1K4x1oFgAAAJpLk5ad//73v899992X9u3bN3hv\n+/btpeet9+zZk/feey+nnnpqo+N07949r776ampra3Pcccdl9erVOfroo3P44Yc3mk2S2traDBgw\nIKtWrUp5eXmjG6v16NGjlE2SVatW1Rvj87J8PkuNAQAA9l+Tynd5eXnOO++8Bq/X1dXljjvuyIcf\nfpiePXuWSvRRRx3V6DhHHHFEkk83b9u+fXt27969X9kk2bJlS9q3b5/y8vIG2Xbt2pUyn/29Y8eO\nX5gFAACA5tLsO4tt2LAho0ePzpNPPpnDDjssd955Z7Zv354kqaysbPQzrVu3TvLpUWQHkk0+nWHf\nV7ZNmzZJPv3LgL3ZfY39h1kAAABoLs1Wvj/55JNMnz49w4cPz4svvphjjjkmP//5z9O3b9/SBmsf\nffRRo5/dvXt3kk+LdcuWLfc7myQtW7bcZ3bv8WWfze5r7L3j/uGz6wAAANBUTT5qLEnefPPN3HDD\nDfnNb36TsrKy/Jf/8l8yYcKE0k7lHTp0SJJs3bq10c/vXerduXPnHHnkkSkvL9+v7N6xN2/enD17\n9qRFixZfmF27dm22bt1amune6/3336+XBQAAgObS5PL9zjvvZOTIkdm0aVP+7M/+LHfffXeDHc2P\nOeaYtG7dOq+//nqjY6xbty5lZWXp0aNHKioq0rVr12zYsCEffvhhg03X1q1blySlo8K6d++ef//3\nf8/atWsbbKTWWHb58uVZs2ZNvv3tbzea7dmz5x9zGwAA4CvPprnw5WnysvN77703mzZtyplnnpk5\nc+Y0KN7Jpxuz9e/fP5s3b87q1avrvbd169asWLEiffr0Kc2UV1VVpa6uLi+88EK97N7XOnfuXCrU\np512WpJkyZIlDb53yZIlqaysTP/+/etln3/++UazSTJw4MAD+vkBAADgizSpfO/cuTP/9E//lA4d\nOuQnP/lJDjvssH1mL7/88iTJ5MmTS5ua7dmzJ5MmTcquXbsyatSoUvayyy5LixYtMmXKlOzcubP0\n+rRp07Jp06aMGjWqtMT8oosuSqtWrTJjxoy89957peyCBQvyyiuvpLq6ulTqzzvvvHTq1Clz587N\n2rVrS9mamposWrQop59+erp169aUWwIAAAANNGnZ+cqVK7Nr164cc8wxue+++/aZ+6u/+quce+65\nGTZsWBYuXJjq6ur07ds3K1euzGuvvZZzzjknw4cPL+V79eqVq6++OtOnT8/555+fgQMHpra2NjU1\nNendu3euuuqqUrZjx465+eabM3HixFxwwQU5++yzs3nz5jz77LPp2rVrJkyYUMpWVlbmzjvvzLhx\n43LJJZdkyJAh2bFjRxYvXpy2bdvmtttua8rtAAAAgEY1qXy/++67SZI33ngjb7zxxj5zo0ePTvv2\n7TNp0qScdNJJefTRRzN//vx06dIl119/fa655poGn7npppty7LHHZtasWXn88cfToUOHjB49Oj/8\n4Q8bzLCPHDky3/rWt/Lggw/mySefTLt27TJixIiMHz++tNnbXoMHD86MGTNy//33Z9GiRamsrMzg\nwYMzYcKEnHDCCU25HQAAANCoJpXvYcOGZdiwYfv/ZS1bZuzYsRk7dux+5UeOHJmRI0c2+7VUVVWl\nqqpqv7IAHBoa24RoaNXxB/syAIBvqGY75xsAAABoXLOc8w3wTWIGFACA5mbmGwAAAApm5hsAOGRZ\n6QLAwWLmGwAAAAqmfAMAAEDBlG8AAAAomPINAAAABbPhGgAAAF97X/VNNM18AwAAQMGUbwAAACiY\n8g0AAAAFU74BAACgYMo3AAAAFEz5BgAAgII5agw+x1f9uAIAAODrQfkGAAC+UUyg8FVk2TkAAAAU\nTPkGAACAginfAAAAUDDlGwAAAAqmfAMAAEDBlG8AAAAomPINAAAABVO+AQAAoGDKNwD/r707j675\n2v8//koiRIoYkiCoIUgMbXApMU+9La0aSqtBQq+iRKuGVfmiLtUbdxWl4bqGGhtRQyhV1SKmNjXG\nFAkqxqiYEyEk4vz+8Mtpc3OUkM85nDwfa1lWPnt/9nl/kpXhdfb+7A8AAAAMRvgGAAAAAMBgBWxd\nAAAg7/wQfcrWJQAAAMACZr4BAAAAADAY4RsAAAAAAIOx7BwAAAAA7Bi3pT0dCN+AneKHLAAAAPD0\nYNk5AAAAAAAGI3wDAAAAAGAwwjcAAAAAAAYjfAMAAAAAYDDCNwAAAAAABiN8AwAAAABgMMI3AAAA\nAAAG4znfAAA8436IPmXrEgAAwEMQvgEAAJCvWHrD6lX/StYuA0A+w7JzAAAAAAAMRvgGAAAAAMBg\nhG8AAAAAAAxG+AYAAAAAwGCEbwAAAAAADMZu5wAAAH/CTtgAACMw8w0AAAAAgMGY+QYA4AGYAQUA\nAHmFmW8AAAAAAAxG+AYAAAAAwGCEbwAAAAAADEb4BgAAAADAYIRvAAAAAAAMxm7nAPAI2PUaAAAA\nT4LwnQ9YCg0AAAAAAOshfAMAAACwe6xiy5+epq8793wDAAAAAGAwZr4BAACeQdxWBgDPFma+AQAA\nAAAwGOEbAAAAAACDEb4BAAAAADAY4RsAAAAAAIMRvgEAAAAAMBjhGwAAAAAAgxG+AQAAAAAwGOEb\nAAAAAACDFbB1AcCz5ofoUzmOvepfydplAACAPGSPv98tXRMA22HmGwAAAAAAgxG+AQAAAAAwGOEb\nAAAAAACDEb4BAAAAADAYG64BAAAAyJfscaM9PL2Y+QYAAAAAwGCEbwAAAAAADEb4BgAAAADAYIRv\nAAAAAAAMRvgGAAAAAMBgeR6+w8PD5ePjo5SUlBxtd+/e1fz589W+fXv5+fmpdevWCg0NVWpqqsWx\nIiMj1alTJ9WpU0fNmjXTqFGjdOnSJYt9o6Ki1L17d9WtW1f+/v4aMmSITp48abHv3r171bt3bzVo\n0EANGzZUv379dPDgwce/aAAAAAAA/kKehu979+5p5cqVD2wfO3asJk6cKJPJpI4dO6pChQpasGCB\nevXqpfT09Gx9//Of/ygkJETXr19Xhw4dVKtWLa1atUpvvfWWrl69mq3v6tWrNWDAAJ08eVKvvvqq\nXnrpJW3atElvvfVWjgAeHR2toKAgHThwQC1atFCLFi20d+9e9ejRQ3v27Mm7TwYAAAAAAP/fEz/n\n22Qy6ejRo4qLi1NkZKRiY2Mt9tu5c6dWrFihxo0ba/bs2XJ2dpYkTZ8+XWFhYZo7d64GDhwoSTpz\n5oymT5+u6tWrKyIiQkWKFJEkrVq1SiNHjtTkyZP12WefSZJu3LihCRMmyMPDQytXrlTp0qXNrxcY\nGKhx48ZpwYIFkqTMzEx98skncnJy0rJly1StWjVJUkJCgjp16qRRo0Zp/fr1cnRkNT4AAAAAIO88\nccq8deuWOnbsqJEjR2rXrl0P7BceHi5JGjZsmDl4S9K7774rZ2dnLV++3HwsIiJCmZmZCg4ONgdv\nSerUqZM8PT21du1apaWlSZLWrFmjGzd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UQoUKacqUKeaPZ8yYoRMnTtiwIhjJZDLp/Pnz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\nlrmPm5ubChcurOTk5GyBMzU1VRMmTNDu3bslSXfv3n3kmiy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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f3404b82f28>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 344,
       "width": 495
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(z.index.dayofweek + z.index.hour / 24. + (z.index.minute / 60./ 24. ), bins=np.arange(0., 7.041666666, 1/24.)\n",
    "            , kde=False, norm_hist=False)\n",
    "plt.xlim(-1/24., 7.+1/24.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/shekhar/anaconda3/lib/python3.5/site-packages/pandas/core/indexes/datetimes.py:831: PerformanceWarning: Non-vectorized DateOffset being applied to Series or DatetimeIndex\n",
      "  \"or DatetimeIndex\", PerformanceWarning)\n",
      "/home/shekhar/anaconda3/lib/python3.5/site-packages/statsmodels/nonparametric/kdetools.py:20: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future\n",
      "  y = X[:m/2+1] + np.r_[0,X[m/2+1:],0]*1j\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f33f86412e8>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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hayc3DYRo3bkBAIDRTojmhCor0dMLzofuN2niQNW6+0ApfX19I/ZeAAAAZ5oQ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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f34065379e8>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 344,
       "width": 488
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot((((z.index +  pd.tseries.offsets.BusinessHour(1)) \n",
    "                                              - z.index).total_seconds() - 3600.)/3600.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/shekhar/anaconda3/lib/python3.5/site-packages/pandas/core/indexes/datetimes.py:831: PerformanceWarning: Non-vectorized DateOffset being applied to Series or DatetimeIndex\n",
      "  \"or DatetimeIndex\", PerformanceWarning)\n",
      "/home/shekhar/anaconda3/lib/python3.5/site-packages/statsmodels/nonparametric/kdetools.py:20: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future\n",
      "  y = X[:m/2+1] + np.r_[0,X[m/2+1:],0]*1j\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f33f84d47b8>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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YGfv9rFmzJjfddFN27tyZCy+8sLQx2Im8q7u7+4TfAwAAACeiqopzX4/mgwcPDni+q6sr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\nfAIgNDV2l4iMPgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f33f85ec080>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 344,
       "width": 487
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot((((z.index +  pd.tseries.offsets.BusinessHour(-1)) \n",
    "                                              - z.index).total_seconds())/3600.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "mm = pd.DataFrame(index=z.index)\n",
    "mm['prev'] = z.index + pd.tseries.offsets.BusinessHour(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/shekhar/anaconda3/lib/python3.5/site-packages/pandas/core/indexes/datetimes.py:831: PerformanceWarning: Non-vectorized DateOffset being applied to Series or DatetimeIndex\n",
      "  \"or DatetimeIndex\", PerformanceWarning)\n",
      "/home/shekhar/anaconda3/lib/python3.5/site-packages/statsmodels/nonparametric/kdetools.py:20: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future\n",
      "  y = X[:m/2+1] + np.r_[0,X[m/2+1:],0]*1j\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f33ef023a58>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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YGfv9rFmzJjfddFN27tyZCy+8sLQx2Im8q7u7+4TfAwAAACeiqopzX4/mgwcPDni+q6sr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\nSaPAFqsdNtsIVN0YAJlMgEwAZBfuHstkgsv39jvLdkFAK4BqdzeYyIP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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f33f84327f0>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 344,
       "width": 487
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot((((z.index + pd.tseries.offsets.BusinessHour(-1)) - z.index).total_seconds() + 3600.)/ 3600.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import iris, iris.plot, cartopy, cartopy.crs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/shekhar/anaconda3/lib/python3.5/site-packages/iris/fileformats/cf.py:1143: IrisDeprecation: NetCDF default loading behaviour currently does not expose variables which define reference surfaces for dimensionless vertical coordinates as independent Cubes. This behaviour is deprecated in favour of automatic promotion to Cubes. To switch to the new behaviour, set iris.FUTURE.netcdf_promote to True.\n",
      "  warn_deprecated(msg)\n"
     ]
    }
   ],
   "source": [
    "t2, = iris.load('/bigdata/merra2/T2M.nc')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/shekhar/anaconda3/lib/python3.5/site-packages/iris/fileformats/cf.py:1143: IrisDeprecation: NetCDF default loading behaviour currently does not expose variables which define reference surfaces for dimensionless vertical coordinates as independent Cubes. This behaviour is deprecated in favour of automatic promotion to Cubes. To switch to the new behaviour, set iris.FUTURE.netcdf_promote to True.\n",
      "  warn_deprecated(msg)\n",
      "/home/shekhar/anaconda3/lib/python3.5/site-packages/iris/fileformats/cf.py:1143: IrisDeprecation: NetCDF default loading behaviour currently does not expose variables which define reference surfaces for dimensionless vertical coordinates as independent Cubes. This behaviour is deprecated in favour of automatic promotion to Cubes. To switch to the new behaviour, set iris.FUTURE.netcdf_promote to True.\n",
      "  warn_deprecated(msg)\n"
     ]
    }
   ],
   "source": [
    "prectotcorr, = iris.load('/bigdata/merra2/PRECTOTCORR.nc')\n",
    "speed, = iris.load('/bigdata/merra2/SPEED.nc')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2013-07-01 00:00:00</th>\n",
       "      <td>634</td>\n",
       "      <td>2013-07-01 00:10:34</td>\n",
       "      <td>164</td>\n",
       "      <td>E 47 St &amp; 2 Ave</td>\n",
       "      <td>40.753231</td>\n",
       "      <td>-73.970325</td>\n",
       "      <td>504</td>\n",
       "      <td>1 Ave &amp; E 15 St</td>\n",
       "      <td>40.732219</td>\n",
       "      <td>-73.981656</td>\n",
       "      <td>16950</td>\n",
       "      <td>Customer</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>233.0</td>\n",
       "      <td>224.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-07-01 00:00:02</th>\n",
       "      <td>1547</td>\n",
       "      <td>2013-07-01 00:25:49</td>\n",
       "      <td>388</td>\n",
       "      <td>W 26 St &amp; 10 Ave</td>\n",
       "      <td>40.749718</td>\n",
       "      <td>-74.002950</td>\n",
       "      <td>459</td>\n",
       "      <td>W 20 St &amp; 11 Ave</td>\n",
       "      <td>40.746745</td>\n",
       "      <td>-74.007756</td>\n",
       "      <td>19816</td>\n",
       "      <td>Customer</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>246.0</td>\n",
       "      <td>246.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-07-01 00:01:04</th>\n",
       "      <td>178</td>\n",
       "      <td>2013-07-01 00:04:02</td>\n",
       "      <td>293</td>\n",
       "      <td>Lafayette St &amp; E 8 St</td>\n",
       "      <td>40.730287</td>\n",
       "      <td>-73.990765</td>\n",
       "      <td>237</td>\n",
       "      <td>E 11 St &amp; 2 Ave</td>\n",
       "      <td>40.730473</td>\n",
       "      <td>-73.986724</td>\n",
       "      <td>14548</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1980.0</td>\n",
       "      <td>2</td>\n",
       "      <td>113.0</td>\n",
       "      <td>79.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-07-01 00:01:06</th>\n",
       "      <td>1580</td>\n",
       "      <td>2013-07-01 00:27:26</td>\n",
       "      <td>531</td>\n",
       "      <td>Forsyth St &amp; Broome St</td>\n",
       "      <td>40.718939</td>\n",
       "      <td>-73.992663</td>\n",
       "      <td>499</td>\n",
       "      <td>Broadway &amp; W 60 St</td>\n",
       "      <td>40.769155</td>\n",
       "      <td>-73.981918</td>\n",
       "      <td>16063</td>\n",
       "      <td>Customer</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>148.0</td>\n",
       "      <td>142.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-07-01 00:01:10</th>\n",
       "      <td>757</td>\n",
       "      <td>2013-07-01 00:13:47</td>\n",
       "      <td>382</td>\n",
       "      <td>University Pl &amp; E 14 St</td>\n",
       "      <td>40.734927</td>\n",
       "      <td>-73.992005</td>\n",
       "      <td>410</td>\n",
       "      <td>Suffolk St &amp; Stanton St</td>\n",
       "      <td>40.720664</td>\n",
       "      <td>-73.985180</td>\n",
       "      <td>19213</td>\n",
       "      <td>Subscriber</td>\n",
       "      <td>1986.0</td>\n",
       "      <td>1</td>\n",
       "      <td>113.0</td>\n",
       "      <td>148.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     trip_duration           stop_time  start_station_id  \\\n",
       "start_time                                                                 \n",
       "2013-07-01 00:00:00            634 2013-07-01 00:10:34               164   \n",
       "2013-07-01 00:00:02           1547 2013-07-01 00:25:49               388   \n",
       "2013-07-01 00:01:04            178 2013-07-01 00:04:02               293   \n",
       "2013-07-01 00:01:06           1580 2013-07-01 00:27:26               531   \n",
       "2013-07-01 00:01:10            757 2013-07-01 00:13:47               382   \n",
       "\n",
       "                          start_station_name  start_station_latitude  \\\n",
       "start_time                                                             \n",
       "2013-07-01 00:00:00          E 47 St & 2 Ave               40.753231   \n",
       "2013-07-01 00:00:02         W 26 St & 10 Ave               40.749718   \n",
       "2013-07-01 00:01:04    Lafayette St & E 8 St               40.730287   \n",
       "2013-07-01 00:01:06   Forsyth St & Broome St               40.718939   \n",
       "2013-07-01 00:01:10  University Pl & E 14 St               40.734927   \n",
       "\n",
       "                     start_station_longitude  end_station_id  \\\n",
       "start_time                                                     \n",
       "2013-07-01 00:00:00               -73.970325             504   \n",
       "2013-07-01 00:00:02               -74.002950             459   \n",
       "2013-07-01 00:01:04               -73.990765             237   \n",
       "2013-07-01 00:01:06               -73.992663             499   \n",
       "2013-07-01 00:01:10               -73.992005             410   \n",
       "\n",
       "                            end_station_name  end_station_latitude  \\\n",
       "start_time                                                           \n",
       "2013-07-01 00:00:00          1 Ave & E 15 St             40.732219   \n",
       "2013-07-01 00:00:02         W 20 St & 11 Ave             40.746745   \n",
       "2013-07-01 00:01:04          E 11 St & 2 Ave             40.730473   \n",
       "2013-07-01 00:01:06       Broadway & W 60 St             40.769155   \n",
       "2013-07-01 00:01:10  Suffolk St & Stanton St             40.720664   \n",
       "\n",
       "                     end_station_longitude  bike_id   user_type  birth_year  \\\n",
       "start_time                                                                    \n",
       "2013-07-01 00:00:00             -73.981656    16950    Customer         NaN   \n",
       "2013-07-01 00:00:02             -74.007756    19816    Customer         NaN   \n",
       "2013-07-01 00:01:04             -73.986724    14548  Subscriber      1980.0   \n",
       "2013-07-01 00:01:06             -73.981918    16063    Customer         NaN   \n",
       "2013-07-01 00:01:10             -73.985180    19213  Subscriber      1986.0   \n",
       "\n",
       "                     gender  start_taxizone_id  end_taxizone_id  \n",
       "start_time                                                       \n",
       "2013-07-01 00:00:00       0              233.0            224.0  \n",
       "2013-07-01 00:00:02       0              246.0            246.0  \n",
       "2013-07-01 00:01:04       2              113.0             79.0  \n",
       "2013-07-01 00:01:06       0              148.0            142.0  \n",
       "2013-07-01 00:01:10       1              113.0            148.0  "
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bike.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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CLhvG7qwqa7OHMI2GiSsR5YIquRC1iFVXIiLKHSMA1e3D+E7SS6ERGABR2Y6rjR32oUIr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\nlYiazhQc6CCC7E/vsCYiaj/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tJex65449wvmtK2cfhz8/72xoY/CXP7gNzx881Pg32SZM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\nwfGxeFSVU0XFvD3/NnqEhbHnbB4mSea9u+YyMz0Nu9nMjpw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rq433aDaTFhNdI04Nkdo/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\nbORwwq2nq1FN6t6VR0ZksC7rKGl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T2JmZi6ZpGA16zEY9FpOBEJuZyBA70aE2okLtdW73\nc0pZpYODxwo5fPwkOfkl6GWJX13eH6vZkzg6xUeg01FvgaLWDqh1efbrH0lLjCElNpI/TBnBX75Y\n3ODH5pdVcMtbn/OPGeMZ2b0T/73jSp78fBHfbdlb/4MDnGJp7RY0r8dHXcLtA/vhVlX+/uNyesXF\nMrF7V27q15treqXxh+8X8c2u8/+ezNm2g1sH9CUlKoKJ3bvy9Y7dLdx6D1GQyb/oZBWd2P7GJ+jl\n/2fvvuOrqu8/jr/uXlmEJGRAGGEk7L1lCQgIKMOtdYujrdZfbbXVaq2ttUNrFfeo4lawbhAFBZUp\ne2/CCIQQMkhIbu74/XExSlkh654b3s/Hw4d6c+4533tyb+55n+/3+/n6cdp1gS4CYDYFSHUX4bRq\n7r0RKLhGKH8gyPacfLbn5POfmUt45Z7L6NgymaLSY8fdv/Hlckb2asfEQZ144ZOFlFf42X2gkHue\n+4Qnbp/ADef3Yd7KbUBoePE9z3/Kpl0HuOXC/qzfuZ97X5zJrtyqDSG99YL+dGqVwr78Yh6aNpv1\nO/fjdtjxuOx4nEf/cdmJj3bTvkUyXTJSaJoYR5+sdPpk1f76otFuJ11bp9G1ddoxj+cXlfLWnOW8\n+9XKY0LrMQHV/ON/GyGgnkypt4Jfv/4pb/78Mib37sTirbvOKHiWeiv45asf8dtxg7lyQDf+dtkY\nmsbH8uycxXXY6sgWsEKwgc5tNQH3jxzGFd274PX7ueODT5i9KXQj7EBJCdf17oHDaqV9k6STBleT\nycTcrdtok9iYG/v0DEtwVUGmSBPE7FZvqzEEiXapIJMIgNXkJ9VThN2iKQxGoeDaQCTHRwMwuncW\nyzb9ONxz9bYcNu7KpV2zJDpnpLJkwy4AFq3P5vmPF3Hz+H50a5OKzWqpXNP15ZlLeG/eqjMqZGS3\nWhjTNwuAO6d+wMajhZ8KDp96AnvjGDedW6XQKrUxZrMZs8mE2QQmswlvhZ8ybwVlXh9Hyo/+21sR\neqz8h//2YTaZcDttx4Rjj9NBlNOO027FZrPgsIb+vWVPXmjJnoA/FFCdkRFQT2XTvjz++uFXPDBp\nOA9MHM63m3ZSUFr1wgGBYJCHP/yKXQcL+e3YwfzyvAG47XYem/lNHbY6cvlPPYggYplNJv4yegST\nOneg3Ofjthkf8fW2HTisFv448lwmde4AwKvfL+fRr7897rn9mjfjvHZtGN4mg8So0JD+tNgYTIRu\nCtWnoEMFmSKJyR7AbFXvuBG4HBXYVJBJBJvZR6qnCJtZnwcj0Vd7A2AyUbmua5/2x/dcrtuxn3bN\nkmiZEl8ZXAHen7+am8f3I9rtpHVaQmVBJuCMq+8O6NSSGI+TDdn7K0NrVRwsKmXuiq3MPTq8uTad\ntAfVQ0QG1FN5d/FqRndpS5/W6bz/q6u4+62ZLNq66/RP/InXvl3OnkOF/OvKcdwwtBfZBwt4f+la\nzuvchom9OtLY42ZH3iEe/ewbdufXTWEro2vIva13DRnIpM4dKPVWcPP0D1iwcxdNojw8M/kCOiY3\n4UhFBffO/IIP126ofI7FZGJch0xu7d+HlvGNKh/PPlTArI1bmLF6bf2HVlMQv0sXGpFDy98YhdkU\nwONU4RkRh6WCVHcRFs3zNhwF1wjVJyudiYM6kRQXRcuU+MrH//DSrOO23Z4TqjbbMvnH7VqnNWbq\nHZMA8Fb4yN5/qEbtGd8/1Bvz6cINp9my9lUGVPOxS81Eag9qdf3tk3k8efV4UuJieOmmybw8bymP\nz/yOCn/Vh7jMXbeNv38yj3vGD+HBySO4Z/wQXPYfk1q71EQ6pydz7bPvsessDK8NdW7rwBbp3NCn\nJ75AgBvf+y+Ls3cT73LxyqWTyEhoTPahAm57/yM25IbWfraYTFzQMYtb+vWmxdHAuqugkA/Wrufz\njVtYn1v1m1e1TQWZIovZ6cek35chRLnKMZ9F35kiJ+KyeklxF+mzYFAKrhHGajHzx2vOq6z2+4Oc\ng0X88+2vTriu6vajS9f8EHDbNUvkqV9NIi7KxYote8grLKGkrHpl7z1OO5MHd2ZQl1aUeSuYtaTu\nCvsooJ7ahr0HGPXIy9w4rDc3D+vDtYN60r91c3779mds3newyvt57dvllPt83Dl6IDEuJzkFRTw3\nZwlrd+/n7nGD6d4yjeeun8j4R1+hwn/29GwFbDTI4aeNXE4eGTsKgCe+WcDi7N24bTZevGQCGQmN\n2Zibx5VvvEtBWRlWs5kLjwbW9EZxAOzIP8RT3y3mw7Xr8dfDEjenElBBpshi1vI3RmGz+nDa1fMt\nZ7coWzlNXMWa421gDfAyLPKN69ee5smN2Lw7j427csneX1C55mF6UqPK0Prip4v4bs0O9uQVcqDg\n5MvUVPa4pjSmffMmTL1jIjEeJ/NXbeM3z3zMXZcOrXLbUhrHcOnQrrRKbUzz5EakxMdgPnpb6l/v\nzT/tcjlVEeTHyr0KqGfGFwjw9BcL+XbTDh65ZDTtUhOZfvuVzFiylqmzF3CguGq/n3cXreazlRtJ\niYtme+4hfIFQQJ3y0vu8/YvLaZUUz7juWcxYsrYuX45hBGm4c1vHtc8kKcrDuv25PLNgCQB3Dh5A\nx+Qm7DxUwLVvz6DE6+XiLh25uV9vmsXFArDtYD5PfbeYj9dtCHtghVBBpoAKMkUULX9jFKGCTCJn\ns1j7ERKcJfqbZHAKrgbz60uGcNm53Y557Eh5BZt3H2DTrgNs3P3jELyKCj8rtuw97T735RdxpLyC\nhFgPT985iSiXg7nLt3D3c5/gO4MesxE923LvVcOJcjkqH/P5AyzftId3566sXKqnqhRQ686q7H1M\nevw17hw9kIv6dOaiPp0Y2y2TV+cv4/m5izlShfVeD5d5j+upLfVW8MyXC/nbZWO4cWhvPvx+fWWo\nbcgaam8rwIq9OQAkeELz5LumJnNVj64AvLl8Fdf26s6YrLakxcYAsDXvIFO/W8Qn6zdV3lAzAhVk\niiwmawCzlr8xBLfDi9VinM+ySH2Ld5QQ7zwS7mZIFehrvp6N7NWW1mkJLNu0mxVb9lLmPTZADOzU\nEoADBYdZu2M/memJJMfH0Dkjlc4Zqcds2zOzGc9/sui0xwwGYef+fDLTmxDlcjB76SbuffGzMwqt\nyfHRPHT9aKwWM3OWbeajBevYue8Qe/IKT7sfBdTwKPVW8NAHc3n9uxXcPmoAIzq2Ycq5fWgc7T6j\n9V7/18xVm7h1eD9aJDbi+iE9G/zSOUEia25rgsdN55RkOqU0oVNyE1onNCYQDOL1+/H6fKF/+/14\nff7K/wZIivLQNrExl3fvgvnoLee7hw2q3O/mAweZ+t1CPtuw2VCBFVSQKfKoIJNRmM0BPM7qTRUS\niXxBEp0lxDo04iBSKLjWszsmD6JJo2iuH9OHCp+fVdtyWLI+mznLt7B170Fe/mwxf7h6JAB/nvYF\n+cWlxHqctG2WSLtmibRrlkTbZokkxKyF0iEAACAASURBVHp44ePTh9YfhEJwEz5btJ77X56FP3Bm\nF54XDOiI1WLm8yUbuef5T0+4jQKqMW0/cIg7pn1M/zbpPH/DJIa1z6hRcPUHgjz4/pe8dNNkbjm3\nL6t37eO7zdm12GJjCdgBS7hbcXpWs5k/jx7OxE4dqr2PkvIKist/rCq6fn8u87fvZP72nSzauave\nKwRXlQoyRRaTPYBJy98YgtZslbNXkGR3MVE23biJJAqu9ey/36xhyrh+ANisFnq0bUqPtk25aVw/\n3pqznMenz+eCgR3pkpHK03dOYso/36XgcBlLNuw6ZimbM/Xv6d8wZ9lmFq/fVa3ekubJocqh81Zt\nU0CNUN9tzmZ/4WGaxEaR0aQxW/dXvWDT/1q0dRdvL1zFJX078/wNk9iae5BvN+484bDhpdt28/WG\n7TVpethEytxWh9XCExeOZWjrVpRV+FixN4fVOftZlbOPDbkHCASD2C0W7FZL6N8//GO1Vj6eU1TM\nrsJCHp+3gK+37mDd/lzySkrD/dJOSwWZIo16W43CbqvAYVNxLDn7mAiQ4inGba0Id1PkDCm41rNX\nZy1lwsBOJDWK4h9vf8W+/GIGdmzB2P4duHx4d0rLK7hz6oc8/+uLaJ2WwNQ7JnLzo9PPeF3V/3X4\nSDkL151Zr9hPA2pCo9D8t70VJZTHoYAaoZZs28XYbln0b5Neo+AK8MhHX1FQcoRJvTuSkdSYjKTG\nJ9zuusE9+Xj5en771swaHS8cIqG31W2z8fxFF9I7vSkAT367kJcWf09FFece2y0Wujf9cRpCUXk5\n87btqIum1joVZIo8ZpeWvzGGINEurdkqZx+LKUCKpxCnRTdtIpGCaz0r8/p48v1vePC6UfxsZE8m\n3Pcyc5dvYebijUz91USuG92bhet2cstj03n+1xeRmd6EJ345gdv+NaPaS9ZURcD8Y89p4H96UDuk\nNaFNWgIAuYcP6yIxgn2zcSdju2Xxy5H9Wbt7P8t2nL6418mU+/z8+/PveOqLhQxs14KWiY2O2ybK\naednA7sztlsW075Zzprd+2vS/HoVKXNbx7XPrAytAL8eMpDrevfgk/UbeXHx9+wpLDpme4vJRMfk\nJvRr0Yy+zdPpkZaK0xb6Khj29EvsKoyc9XkDKsgUWcwBzA5dLBqBx+nFYtZIBTm7WE1+Uj2F2C2q\niRCp9JUfBp8uWs8lw7rSoUUyd148mL+89iVLNu7i5c+WcMP5fXjo+lFc8sfXuPnR93j+rovp1CqF\nx39xIT9/fMZxxZxqwm8Fnwv8DvDGnnibsd0y+eOkEThtVhZuyWZH3qFaO77Uv09WbKB/2+aM757F\nM9dN4MYXZrAyO6dG+/QFAny1fhtfrT/xzx02K9cO6sklfTuz5r3ZNTpWfQo4iIh5k19u2UrLxY2I\nczqxWcxkJiXSNjGBq3p05dKunfhi81bmbduB22ajX4t0ejdLI8Z54vHP0U4HREhuDZqCobmtEjEs\nLr/mUxqAxezH7dC8Pjm72M0+Uj1FWM363ohkEXBZZjxmk4mLh3bh00du4LYLB5zx84NBeOjVLyiv\n8DFpUGfG9M0C4PmPF7Jmew7J8TH88drzyCss4eZ/vsf+Q8V0a5PGP24ZVyvtD1ihPAoqok++xIfF\nbOKu8wfxyKWjcdqsvLtoNTe/9F8MVkxUzlAgGOT378zik+Ub8DjsPHf9BDo1bVKnx3xn4WoAxnTN\nZGKvDpW9e0YWKXNbAfJKSvnrnHnc/enn/N9HMzn/xWmMf+k13l+zDrPJxOjMtjw8ZiT3jRjK8DYZ\nxDidFJUdW0HRHwjwxrKVbMw9cJKjGI9fBZkiipa/MY5od7luIMhZxWmpIC2qUKG1ATD+FWSYtW2a\nSFKjKNxOGx6ng6S4KEb1bkd6k9CwyOvG9GZffjHT5606o/1u2n2Av785l3t/NoLfXXEuG7Nz2br3\nIL9/4TNe+/3lDOmawX0/G8Ff35jDLY9OZ8afrqFfhxYkx0ezL7+4Wq8lYAn1sAZsp94u1uXg75ef\nz4C2zanw+/nLB1/xzqIze31iXIFgkHvemYnJbGJMl3b85ZJRjH/0lTq7KZF9sICPl69nbLcs/jR5\nJPeMH8r8Ddt5+eulrDbo0OGAk4gORetzD/Cbj2fx+PwFDMloSb/mzSir8LEwexd5JaU8cv7Iym0/\nXb+Jf83/ju35kTOaImAJElRBpggSxOJWQSYjcNoqsFs1XFvOHm6rl2R3EWbdrGkQFFxPIsrl4Nn/\nm0Rm+ol7o/bmFbJ4fTYXntOJ3115LqP7ZPK3N+eyaXfVeyze/2YNXVunMbZ/e/5281iufvhNdh8o\n5PYnPuCpX01kXP8O9O/Ygo3ZoX2WlHkpOHzmCyQHzD8JrKf54FrMJp65bgKd01M4eLiUX732Md9v\n33PGxxRj8weC3PPWTLo0S6ZVUjxDszKYs25rnR3v7rdnMm/DDq4a2I1OzZI5r3NbRnRsw1sLV/L4\nrG85XIfzt89UkNDw+YZgT2ERry9byevLVgKQHhfLm1deQrzbzZJdu3noi69Ztz83zK08MyrIFHnM\nDj8mi240hJvJFCRKBZnkLBJtKyPJdVgjDBqQCO5TqFsuh5VmSccWm1m1dS/frtnOP97+ign3/Yc/\nTfuCB/4zi/yiUrq1SeO1ey/nnsuHEeup+hjDh9/4ki178miRHM/r915B51YprNy6l5sfnc6a7Tk0\njvHQv2MLSsu8/P75T89ojmvADF43eGOOVketwgf3+sG96JyeQk5BEZc88YZCawPmCwR4Zf4yAK4f\n0rNOjxUMhubXXvrkmwx/+AVe+mopgWCQy/t35aP/u5qRndrU6fHPhD/Ce1tPJjk6ilcum0RSlIfv\ndmRzzVszIi60ggoyRRxTELNTPXxG4HGWY1ZBJjlLxNlLFVoboAZ4eVY7DhSUcPEDr/Lip4soLAnN\nB+uckcqAji359SVDmP2PKTx623i25+Qz4b7/8PoXywgGYfKQLrz/0LXceH4fEmI9pz1OmdfHnVM/\nZEN2Lk0T43jhNxdzy/h+rN+5n6sffos7nvgvH3y7hhv+/g7zV1dtLcygCSpcRwOrgyr3TLRNTuDW\n4X0BuPfd2eQUVG9IskSOGUvWcKjkCF2bp5KZklgvx8wpKOafn83non+/zoqde0mKieKxK8fy1DUX\nkNoopl7acDJB09Fhwg1MvMvFfy6ZSNPYWFbsyeHWGR/i9UdemFBBpshjdvq0/I0BWC1+XHatWSln\nh8bOEhJcpQqtDZC+Tk5hX34xT/33O6546HW+Wb2NnfsPsT3nIPsPFRPjcTK4Swb/+vkF+Px+Hn3n\nay59cBqL1mcT63Fy8wX9+eSv1/PwjWPo2jrtlMfZk1fINX99i/98tgQTJm4Y25dX7rmM+64azsDO\nrSj3+ujetukp9wE/Btby2KO9RmfwgbVZzPzl4vOwWS28tWAlC7ec2ZqvEpmOVPhYsHknAO3qKbj+\nYNO+PK58+m0emPEFhaVlDM5qxft3XEm/Nun12o6fOtPPTSSIcth56ZIJZCQ0ZkPuAW54931KvJF5\nAauCTBHGHMDs0I2G8AsS7SrTRbycBYIkuYpp5DjzaXUSGTTgqgpyDhZx+xMfHPNYcnw0f795HO1b\nNGHCwE68OWc523PyufWx6fTKbMZFQ7owuEsGI3u1Y2Svdixct5N/T5/Pxl0nngNb4fPzxPvf8O3a\n7Tx47Sgy05PITE86Zpu5y7ecsDDTDxVQfTVYvuOmYX3ISkti18FC/vnp/OrtRCLStgOhojwtk45f\nh7WuBYPw7qLVzFm7lfsmDGNExzY8fe2FXPnU2/W+5mvQdHSEQgPitFp5bvKFdEhuws5DBVz79gwK\nyyJzjpsKMkUei9unsGQALnsFNqtuIEjDZiJIsrsYj804NTOk9unedTXtyy/mlVlLABjWvfUxP1uy\nYRe/eeZjxt3zIi98vJDi0jL6tm/OG/ddyfgBHU6532Wb9nDpg9P4/Quf8q9351U+vmLL3uNCa5BQ\nWC2PDRVfqu5v0+Owc+PQXgDc++4sSiO0N0aqZ3tuPgAtE+PD1oYfCoHNXrMZm8XC8I6tT/+kWtbQ\neltdNitPThhLr2Zp5BQVc/Vb08krKQ13s6olSBC/CjJFFJPNj9mmGw3hZjIF8Dgj82aVSFWZCZDq\nKVRoPQuox7UG9uYVAeB2nnh9mdyCwzz94QLe+HI5j0w5n16Z6bRKOTYcXDWyB0O7tWZ7Tj5vz1nB\npt0HOHzEy459h7jlgv4AHD5Szp+nfVH5nCDgt9csrP5U+7QkbBYLH3y/jqUqxnTWOVBcAkCT2Kiw\ntiMYhIPFoWBVWl6/N08aUm9relwsl3fvwuTOHYh1OskvLeWat6azp7Ao3E2rtoAjqG+riBLE4tLy\nN0YQ5SrHrC4KacAsplBodVgir26DnDldCtSA1xf6kGSmN+Grf93C9px8tu/L5/MlG1m47sc5ooUl\nZViOfnMs2xwKhlaLmQeuGcnoPlkAdMlIpWliLFP++R4XD+3CryYPwm6zsiF7P7999hN2HygkSKg6\nsM8JQUvtvIaMpHiaJ8RR4fMzdfaC2tmpRJSMpMYAbDva8xpO3ZqnArB0++4qPycpxkNmahJZqYlk\npSbRKimeaJcDt92G02Zjy/485m3YwevfLifv8Il7HP0uIr43zwQ8MHIYl3brjPno+Mzle/byh1lf\nsi2C1mj9XyrIFHlCy9+EuxVis/hw2XUDQRoum9lPqqcQm1nfEWcLBdca2J5zkC+XbaZnu2bEepx0\nzkilc0YqY/u159bHprN0Y+ji22I20alVCgB/vel8Ssu82KwWolwOSsq85BwsonVaAjkHi/jbzWM5\nt3toaZC3567gX+/Ow+vz47cdDay1/Bv7+cj+mEwmpi9Zw55DkdsjI9XXoWloLvXaep5TeiKFR0IV\nvFPiYoC9J93OZjEzuXcnrh/S8+i2J5eZmkRmahID2zXnon+/cdzPg+ajy0VFuN+dO5jLu3fB6/Px\n8fqNTPt+JWv2hf93WlN+twoyRRRTELNLPR/hFyTarSHC0nDZzT5SPYVYtcTTWUXBtQb8gSC/eeZj\nAOKj3bRKjWd070wuPKcTd18+jMn3v1q53Xdrd9AnqzlOuxWHLXTa8wpLuHPqB9xwfl9apyUwrn9o\n/uvhI+X86dXZfPH9ZvxW8EXXfmAFyEpNYmSnNvgCAZ6ds6j2DyARoWPTJgCs3RP+kDN33VZ6ZzTj\n3guHsq+w+ITrCPdvk84fJgynWeNYAApLy9iYc4D1e3PZsPcAm3LyOFR6hJJyL35/gK4tUnn44lG0\nT2tC9xapLNtxbCBuCHNbL+/WmWt6dcfr93Pjux/w3c6GURU8YAkStOuiJJJYXCrIZARuhxerRb1Q\n0jC5LF6SPcVYTPp+ONsouNaS/OJS8jeWsmLLXsb0zaJlSmNcDhtHjs7Vu3PqhwA47VZcDhuBQJCS\nMi8+f4DGse7K/SxYu4O/vPYluwuK8EVB4MTTZ2vFL0b2A2Dr/oPkFpXU3YHEsBxWC62bJOAPBNiw\n98QVr+vTtG+X071lGiM6tuHVmy/mu807+fN/57Ij7xDNE+K4bnBPJvfuBMCW/Qf596xv+XLt1lPu\nc8HmbDbk5JIY05IYV2iR1liXg9RG0fx67CBapsbjsdvxBfz4/AF8gQAVgQA+f4BDR46wbPdeFu/a\nzb7iw3X++qsjOTqKu4acA8Ddn8xqMKFVBZkij8kSwGRXWAo3symA26kiNdIweazlNHEXY9Z3w1lJ\nwbWW+fwBtu/Lp12zJPp3aMGXyzYf8/Myr48y77FzTuYu30JclItnPlzAx0vW43NC4NSjH2tsYNvm\nDM5qRUm5l40GCCwSHm1TErFazGzKyaOsIvxzoYJB+M2bn3HT0IPcMrwv/ds055O7rmFfYTHJsdFA\naOmoJ2cv4OV5S/EHqna3teToDaSp11xAbtFhEqI8mM0mBrRtcdrnXtG9CwBfb93OX+fOZ0veweq9\nuDryu3MHE+Ww8/nGzXy0bmO4m1NrVJAp8pi1/I0hRLvKdVEvDVKMrYxE12H9nTmL6bKgDrw/fw13\nXz6M314+lA3ZuezJKzzl9i9/toQXZy3B54JANHXew5DeOI6/XTYGgOfmLKZpfGzdHlAMy0jDhH/g\nPRpM9xcd5oGJwwFIjo2mvMLHR8vX88r8ZWdcSOqdhavokp5CSlw0STFReH0+Cg6X8c7qNazdl0th\nWRlWsxmr2YzNYsFiNmE1W2gaG0PvZmn0Sm/K4IyWDGzZnFeWLufhOfNOf9B6cE7L5ozObEupt4KH\nvvw63M2pNSrIFHlMNj9mq4bthZvd6sOhgkzSADVylNLYGZlLukntUXCtA+/PX82Qrhn0bd+cl+++\nhIdf+5K5K048nDFoCi1r47dTL0PiPA47T149nli3ky/XbuHFr5dw/4ThdX9gMaQOPwRXAxRm+l/v\nLlrNgs3ZWMwmyit8FJSWVbtXeNHWXQx/+AVS4kK9tgeKSvjdRcN4fP7pK2k/v2gp8S4XPx/Yl8u6\ndea63j1YuXcfn27YVK221BaH1cIDI4cB8MQ3C8gpKj7NMyKHCjJFmiAWt8JS+AWJdpWFuxEitSxI\ngrOEOIfe26JLgzrh8we46+mPWLw+m8YxHv5x63j+fP1o0pPiuGRoVx677QK6tkmjwgXlseB3UG/z\nuO69cBgZTRqzeV8ed781k6BukJ/V2jQJLYVjhPmtJ7I7v5CdeQXsKzxcK0OZcwqK2VtQTLktQPAM\n/vrlHznCg7Pn8sCsOQD8dug5OK3hve83pW9v0hvFsTE3j/8sXR7WttSmgFUFmSKN2enHpKuJsPM4\nvVgs+uxIQxKkieuwQqtU0ldNHSktr+DWf03nkTfncKS8glF9Mnn/oWv5zWVDGdSlFf/6+QVktEio\n98IjvTOaAnD32zMp9VbU78HFcGLdLgAOHm74xbmChEY2VMSA333azU/o3VVrWLc/l9TYGG7s27NW\n23cmWjSKY8rR49//+Zf4Ag1jWG2QIH63CjJFFFMQs1PL34SbxRzA7VBBJmk4TARJcRcRbdeyTvIj\nBdc6FAzCO3NXcumD05i/ahsVfj8LNmczf+N2ol0Onrt+Ij1aptVrm8xHZ7TnH9Y8AYEYlwMILSnT\nUAUBv+1oYPUAlurvKxAM8qfZXwFwU59epMRE10YTz9gDI4dht1qZvmot3+8++Xq3kUYFmSKPRQWZ\nDCHaVabfgzQYZlOANE8hHps6WORYCq51LAjsKCrk5mkf0PV3/+aGF6bzi1c+YuGWbBJjPPznpou4\nY9QAbJb6+VX8MNzy0n5d6uV4PzCbTPRq1ZRbh/cl4+jwVAk/j8MO/Fh1t6EJ2ELrIPujqFFg/aml\nu/fw8bqNOG1WfjNkYO3s9Aycn9WWAS2bU3CkjL/NnV/vx68rKsgUeUyWAGYtfxN2DlsFdpt6vaVh\nsJr8NPUU4rRq3rwcT8G1jgQBnx3KY8Dn5pgzXeH3M+XF93nmy4UECXLj0N68cdulZCTF13m7nvx8\nAf5AgCnD+vDg5BFYzTV7C/RomcaQrFYn/Xnb5ATuu3AYc39/I/+ZchG3jejHVQO61eiYUntKykND\nyzxOe5hbUrsCVqiIBl8UBOugB+/pBYsA6Nc8vfZ3fgpRDju/O3cIAH//aj75R47U6/HrkgoyRZog\nZhVkCjsTQaJcGkopDYPN7CMtqhC7RTdi5MQ0KKuWBTnay+OC4Cl6eHyBAE98voBvNu7k4UtG0T6t\nCe/88gpenb+MF75aUhkoatsnKzZQUu7lH5ePYVKvjiREuTlUemYXvy6blXHd23N5/y60SU4AYPjD\nL5BT8GNV02ing5+P7Mdl/bpg+Uk4rvD7eWvhytp5MVJjhUfKiHU7iXM7G8Rw4YAF/C4I2ur2OAlu\nDwA7DxXU2TFMhIJxSkwU+aVHWLxrN3ec05+kKA/L9+zl3ZVr6uzY9U0FmSKPyR7Q8jcG4HGVYzHr\n9yCRz2GpINVdpPeznJKCay3yW48G1jM4q8t37mXS469x97jBTOzVkZuG9SbO4+SPM76ss3Z+tX4b\n1z3/Hk9dcyGDs1pxxFvBe4vWsHznqefKpcRFc9XAbkzo2YEYl/OYn9mtoZTuttsY2y2L20b0JSHa\ngz8Q4JuNO+jTuhk2i4Wnv1ho2Aq2Z6PC0jJoDPEeNzvz6i6E1bWABfxOCNZTx3G7pNANmw25dfNe\n7tu8GX8671xaxDeqfGx/8WESPG78gQD3z5pDQ/lqV0GmSBTE4lJva7hZzX5c9oY5zUPOLi6rlxR3\nEWZ9D8hpKLjWgoAVKs4wsP5USbmX+96bzcItu/jbZaNpnVT3c0BXZe/j8qlv8tdLR9MlPYUrBnQ9\nZXB122289fPLSIj2nPDnA9o0Z8qwPozo1Aa3PdTd9f32Pcxdt5Ubh/bGZrGwfOdeXvhqSZ28Hqme\nbbn5dGqWTGZq4mlvXBhR0BzqYQ3YqNfgk5mUCMCG3Lxa33f/5um8ctkkAPYUFrF01x7aJiWQdfSY\nLy9Zxvo6CszhoIJMkcfs0vI34Rck2q2CTBL5omzlNHEV670sVaLLhRoIWEI9rIFaGpa44mhwSI2P\nqZ0dnkb2wULeWrCSLukp+PynLrAxJKsVCdEetuw/yN1vzaR9WhIPTh5R+fPfXzis8r8Xb93FO4tW\nkRoXw69GD8RiNvPFmi3c8/ZM/IGG0k/UMKzYmcMFPdrTtXkKby6InCHcQXOohzVgJyw9dVlHe1zr\nIkD+ZcyPn6tYp4N+LdL5ZvsOZqxaS7NGsTw+/7taP2a4qCBTBDIHMTs0/yzcnPYKbFZ9diSyxdqP\nkOAsUWiVKlNwrYaA+WhgreVhifsLD+MPBEiKjsJmMVNxmjBZW8eEUJEls8lEIHjiYHle57YAvL1w\nFev35rJ+by7Tl6whvXEsA9q2oHuLVHbkFfDB9+vIKy7hwUkjOL9bJgBPzl4QKkSlzGo4S7fvBqBf\nm+aYTBj+dxQ0HQ2sDsI2tNRmNpOREBoVsTmv9ntc31i2kruGngNAlMNBlMPBxE4d+NiykV99+Gmt\nHy+cVJAp8lhcWv4m3EymAFFOFWSSyBbvKCHe2XAKDEr9UHA9AwEz+Oqwl8cXCLDnUBHpjeM4t0Nr\nZq7aVPsH+R+Lt+2iuKyc1EYxDM5qydx1247bxm23cU67FgQCQWav3nzMz7IPFpK9YGVlb11KXDSv\n3XIJWWlJlJR7ufutmcxZt7XOX4dUz7bcfPbkF5IWH0v71Cas3bM/3E06ISME1h9c3LUTdouFTQfy\nKPHW/vyy5xYtpaCsjIzG8by3ai1um423r7qEUZlt+O0nFrz+htHbpYJMkcdk1fI3RhDl9FLDBQFE\nwihIorOEWEfkF4SU+qc/fVUQNEGFG7wxtX/hbDGbSIz2VN7Bfvnr7wG4Z/wQYlyO2jvQSQSDsG3/\nQQAu6NH+hNuM6doOh83Ksh17OFBcctJ99WyZxju/uJystCR25h3isqlvKbRGgNyjv1OPo45L8VZD\nkNDNoopYCDgJe2iNd7u4c1B/AB6bV3dDdt9ZuYaH58xjc95BNucdpMTrxWo2kxoTXWfHrF8qyBR5\ngli0/E3YWS1+nCrIJBErSLK7WKFVqk09rqcQNIUumv3VCKtmk4nzOrchOTaaL9duIftg4TE/N5lg\nTJdMbj+vP2nxsZR6K1i4OZs7XvuI87u2o2erptw4pDf//Gx+7b2gk8gtCgWXFgmNjnncbDIx5dw+\n3HJuHwA+XrHhpPton5bEM9dNwGW38c3GHdz15qcUHdFQpkjQKjG0fvC23Pwwt+RHQUI3ifxODHV7\n7bdDzyHG6eSrrdv5YnPd35SJcth5auI4YpxOtucfYndhUZ0fsz4ELejbJ8KYHQFMFvWQh5cKMknk\nMhEgxVOM26obL1J9unQ4gR96efxn0MPjttso/cmwweEdW/OPy88H4I5RA/lo+XqW7dhDcmw0TeNj\n6Z3RjJS4UO9JabkXt8POsA4ZJMdGs3jbbnq2akqMu+57XAFKvaE1Y5PjfuzN8TjsPPGzcfRpnU4g\nEOTZLxcxffGJ141MivHw5NUX4LLb+OD7ddz77ucnnSsrxpIQ7SH26BqueYdLw90cwwZWgB5NU5nY\nqQPlPh9/mj23zo/XJMrDCxdPIDMpkdzDJUx57wN8gcgfphk0BQkqAEUWUxCzU72t4eZyVGCzRP7f\nADn7WEwBUjyFOC0NY6qLhI+C608ECfWu+qp40Ww1m7ltRD9GdGpNy8R43lu8mvunfwFAbtHhH7ez\nmJnQswMTenY45vk5BUVMnb2QD75fx5e/u4GkmCiaxEYx9mhRo89W1v0cVwCvL0Cpt4Jop4Mop53D\nZV6uGtiNPq3TySsu4e63Z7Jgc/YJn+uyWZl6zQU0iY1iybbd3D99tkJrBElvHAfA7vzC02xZt4KE\n5o77nYAlrE05IYvJxP0jQ5Wzn1u4lOyCuj1frRvH8+LFE0iNjWHrwXyuf+d99jSQ3taAI6ghwhHG\n7NTyN+FmNgXwqCCTRCAzQdI8Bdh100VqgYIrRwOrPVQp+Ex6eaac24ebhvWu/P/JvTtRXFbOPz6Z\nz+pd+9iy/yCtmxy7JmtByRHmrt/G9MVrWJG9t7KK67IdexnVuS2vTLkYs9nEnvxCFm/dVfMXV0U5\nBUVkJDUmOTaaLWUHGZrVCoD7p39x0tAKcNfYwbRPa0J2XgG3T/uoXiohS+3JzjtEIBCkTXLjypsW\n9SlIaDkpvwtDBtYfXNG9C1lJiewqKOTZhYvr9FhNojy8ceXFNHK5+H73Xm5+7wMKyhrOfKCAQ38j\nIoo5oOVvDCDKVY5ZN3wkwjgtFXhs5QqtUmvO6nuoPwRWbwz4PJzx2bh2UA8Abn/1I255+b9U+Pxc\nO6gnVw7ohj8Q5Mqn3ubvn8xjz096s+I8Lib07MBzN0zkT5NH0r1FKgC/f2cWc9ZuxWw2cfBwKXe+\n/km99lzuKwj1EKfERZMY7aFj0upWnAAAIABJREFUs2SOeCtYsHnncdtGOe10SGvCmC7tuKRv56Ov\ny4nNYuDkISeUd7iUpdt3Y7daGXL0ZkV9CdjAFw3+KAwdWhM8bu44J1SQ6aEvvqLcV7cX8bef059G\nLhff7sjm6rfea1ih1Row9O9ajmdxa/mbcLNbfTjtGqotkSXGfoQ0T6FuuEitOmt7XP22UA9rsAYX\nUeaj3+bfbNpBWYWP370zi79fPoa7zh/EppwDLN62m//M+55p3yyjW/NUstKSyExJJCstiXYpiZXD\nh7fl5vP+0rU8+P6X/Pf7tazeta+yYFJ9KSwNraX1w3BlgIVbso+7SP/75WMY06Xdcc+3mM24bGft\n2ymizVq1id4Zzbi0bxe+Xr+d4rK6HY4WsIZ6WIMR8nb5zdBziHY6mLNlG3O2HL9cVG3qkpLMxE7t\nqfD7uX/Wl3UekutbwKFpBJHEZPNjtul3Fl5BolwN5+aVnA203I3UnWpfOgYj9A6K33o0sNbwotlq\nNmM2mwgEgpU9o5+u3EjblARuHNqbR68cy8VPvMHeQ0X4A0GWbt/D0u17Kp+f3jiOib06cGGPDrRK\niuf/xpzDL8/rz9frt1PhD5BXvKPeelxtFjODMlsCsH5vLtcN7gnAvA07jtu2Y1qTyv/+fPVmduYd\nYuXOHL7fsUdVhCPU56s3c8fogXRrkcrHv76aRz76mk9Xbqz14wQsRwOr8VbdOalezdKY0LE95T4f\nD83+qs6OkxTl4YruXbihdw8sZjNvfL+CnYcK6ux44RA0ad3WyBLE4mpYN04ikdvhxapiZhIhLKYA\nye4iXFaNEJC6Uf3gag0NtY2U/BqwQEUtXjQ3jY/FZrGwJ78Q7096Rf496zsyUxM5p11LHr74PK5+\n9t0TPj/7YAH/mvktT3z+Hee0a8mkXh0ZlNmS4R1bM7xja/YeKuLdRauZsWRNnVd7bZUUT5TTwaIt\n2azbk1vZ4+ayH//2+Gr9Nn52Tnc+XbGBu978rE7bJfUjv+QIVzz1NvdPOJceLdP4++VjuLBnBx6Y\n8QV7D9W8IFDAEiq6FLTXQmPrkdVs5v4RoYJMzyxYwq7C2ivI1CTKw7DWGXRNS6ZLSjIZCT/OhX9r\n+SoemTuv1o5lFCrKFFnMDr+WvwkzszmAx1m/dQdEqsth9pHsKcJm1nxWqTvVnuMaNB1d39TgAhbw\nRoXmsdZmT09afAwQWkLm9Vsv4VejBjKwXQvsVgu/efMz8g+X0rNV09POG/QHgny1fhu/ePVDzn34\nBR79dD7ZeQWkNorh9lEDmPnb6zivc9tqtdFps5523qnNYqFNcgIAL329FICVO3MA6No89bjtX/1m\nGeUVPsZ0zeSaQT0096mB2Lr/IFc/+w73vfc5haVlDGjbnPd+eQXD2mdUe59Bc2juuC868kIrwJU9\nutAuKYHsQwU8v2hJre779Ssu5sFR5zKxUwcyEhrj9fmYuWEzF097i/sa4BDhIEEVZYokpiBm9baG\nXbRLa7ZKZIiylZEWVaDQKnWuRgNmfU6weMFkwJuyAXNoSHDARp3c5V+7ez/fbtpJ74ymdG2eStfm\nqdwwtBd7DxVx+7SPeHbOYu4ZP4RfjR7IvA3bqzTsN6+4hBe/XspL85bSr3U6Vw7oxuCsVjx6xfn8\nOyGOZ+dUrZppWqMY/nnF+bRPS6Lc5+ebjTuYOnsBW/YfPG7bbs1TcNlteH0+Nuw9AMDK7FBw7ZKe\nctz2OQXF/OXDufxx0gjuOn8Qozu35drn3jtmDVuJTMEgzFiylq/WbeOPk0YwrEMGT1w9nlfmf89j\nn31T5YrRQXOohzVgJ2J72JKiPNw+sB8Af6rlgkwxDgfNG8Xh9ft5ZM48VuzNYUNuHl5/ww0KQVtQ\nRZkiiMWlgkzh5rBV4LA13L8J0lAEaewsoZHms0o9sTzwwAMPVOeJjzzzItFtQuuSWqo5lD3KZWd0\nn0zO6dKKQCDInrxjh91WR9AEPnfon6CVOrtwLqvw8dHy9Uz7ZjlLt+9hf8FhYtxOmic0Ynz39nyx\nZjNtkxNpmdiIw2XllWGwqnblF/LJio2UlHvp17o5fdukU1haxupd+0773GsH92BM10wCgSAOm5WM\nJo1pEhPFZ/8zbzHKaadXq6b0btUUp93G8I6tWbfnABtycrmifzcaR7uZsWQNh8uPHaq0bk8u23Lz\nGdY+g5RGMXy0fD2HSo6c0es720U57YztlsmQrFYEgkF25df8vV9bjlT4+Gxl6L3XO6MZ3Vuk0a9N\nc77dtOO498JPBU2hOax+T91+9moqymFnfIdMhrUOnfvsgsLjQuMfRgylS2oKX2zeytRvF9Xq8QPB\nIJd160KUw84zC5awfG8O/ga+9rHfHaomHG2zc2Gb9pybnhE690UFeAPGeN83dFU+95YAFrdfwbUW\nRVkdjE/vxLDUNqFzf/jQad73QeKijqgaay3wWJ2cl9yNAYlZBIJB9hzJpyKg+Ze1wWwKkOIuJsZ+\n4usCl8VF/8Z96RbXhUAwQG75AXxBnfv6YvTzb11mZty4cWf8PFMwWL0rpkZd+pE66mIIgr0IznR0\nwHVjenPtqF64nT+OISwt8/LyzCW89OmZr5MYNIV6gP0OwnbBbLNYuPfCoUzu3QmAzfvyKofhfrZy\nI3/67xwKS6t+V8pkgnbJiTx00Uiy0pL4ywdzef27Fad93ozbr6RdaiI3vTgDfyDIizdOYu3u/Vz8\nxBuV29w0tDc3Du2F23HsGM5AIMg7i1bRv01z0hPi+L/XP2Hmqk3HHSPKaWfRH2+jvMJH7z9MxRfQ\n8JCqOtG5Ly338vzcJTw3t27XCD1TndOT+efl55PaKIbN+/K47Mk3OVJx7B++oOloD2sYP3tVdUu/\n3kzp1wuP/cdzX+L18uyCJTy9IHTum8XG8vmUawA477n/kF1Qe3Nbf/CbIedwY9+evLl8FX+Y9WWt\n799IgqYgvjg/t3Xvy61d++Cx/eTcV3h5asUipi5fGMYWNny3dav6ubdEeVVJuBbdkjmAKVkD8Fh/\ncu59Xp5d/y1Pb/j2hM/xOMvwODWKqaZ+1nIoV7UYitv647y2Ul8503bM5dXtc8PYsshnN/tIcRdh\nO8n6rONSzmds6hicFmflY2X+Mj7e+ykf5XxSX808a0XC+Xe8YOG555474+fVfEGKoz2c9sNVf8p1\nY3pz24UDjnvc7bRXPl7V8Bo0gc8RunAO90Vzhd/P/dO/YPO+g/x27ODK0Or1+RjdpR09WzblD9Nn\nM2/D9uOe2yopnmsG9aBpoxhcdhsuu43EaA9xHhcAJeVePly2/rRtSImLpl1qIqXlXhZv3U3jqNDz\nE2M8ldvcNLQ3t486/vwDmM0mLu3XpfL/f/q8n+rRIg0IhXOF1qo72bl3O+yVjxspvK7K3sfkf7/O\ntFsupk1yAvdPHM7db88Ejq6D7ISAAT57VXFLv97cOfj4c++x2ysff3rBYm7s2xOr2cyM1evqJLQC\nNIkOfa4au111sn8jCTgD3Na9L3f1Oue4n3ls9srHFV7rxm3dqn7utfxN7bolcwB3dhp63OMeq73y\n8f8NrxazH7dDobWmftZyKFNajzrucbfVUfm4wmv1eKzlNHEfxnySeYLjUs5ncrOJxz3utDgrHzdK\neGqIGvr5r3Zxpp8K2ELLzFRFlMvOtaN6nXKba0f1wuM8dTWXIKEe1vKY0PBEI104v/btcn457UOO\nHJ33WVzmJaegmMQYD09feyEPTh6B5ye9bZ2aJTP99iuY1KsjfVqn0zk9hTbJCcR5XOQUFDNjyRqu\nffa9Kq2vObFXRwC+25xNhd/PwcOllFX4SIqJIr1xLFFOOzcOPfX5r/D7efO7Ffz5v3N4b9Hq435+\nYc/2/POK8wFYvHV3lc/L2a4q5/7Gob2OeW8YQWFpGb+a9jGl3grGdc/i4j6d8TugIhYCBvvsnUyU\nw86Ufqc+91P69SLO6eTCjlkAPLugbm4gDGrVgvEdsqjw+3lu4dI6OYZRBAniibZxa9c+p9zu1q59\niLIZ633fEETb7Gdw7oNYXMYZRhbpoqwOpmSd+AbxD6ZkDSDKeuz7PtpdrmHaNeSxOrmqxfE3DH7q\nqhZDcVsioMKooQSJd5SQ7C4+aWh1WVyMTR1zyr2MTR2D0+w85TZSPWfD+a+V4AqhXteAJRQoT+Xc\n7m2OGR58Im6nnXN7tDnhz37oYS2PDRVfqr1XULvmrtvG1c+8S05BEY2j3MS4HKzetY/yCh+TenXk\n/TuuZFy3LNx2G/deMBS71cqsVZu4/vnpXDb1TSY8No3hD7/A8Idf4L73ZrN2z/7THrNVUjw3DAmt\nwTrtm2UAVPgDlXNbL+nbhZGd2hw3PPh/2SwW1u7J5Y0FK48ZFpoY7eGRS0fx54vOw2W3MWPJGqZ+\nsaC6p+isU5Vz73bYGdnpxO/9cNqam8/902cDcM/4wWS1amLYz96JjGrX5pjhwSfisdu5umc3XDYb\nWw/msy3/UK23I8Hj5m/nnwfA4/MXsDLn9HPWI1nQHmR0RrtjhqieiMdmZ3Sr6lVPl5Mb3arq597s\n9GNSAa1aM6pp1jHDg0/EY7UzqmlW5f877V7sVs35rqmhSZ2OGR58Im6rg6FNOtVTiyKfiSDJ7mLi\nnUdOeWOlV6MexwxPPRGnxUmv+J613EKBs+P8V3uO60033VTbbREREREREZEGzOPx8Nhjj53x86od\nXEVERERERETqQwQN9hMREREREZGzkYKriIiIiIiIGJqCq4iIiIiIiBiagquIiIiIiIgYmoKriIiI\niIiIGJqCq4iIiIiIiBiagquIiIiIiIgYmoKriIiIiIiIGJqCq4iIiIiIiBiagquIiIiIiIgYmoKr\niIiIiIiIGJqCq4iIiIiIiBiagquIiIiIiIgYmoKriIiIiIiIGJqCq4iIiIiIiBiagquIiIiIiIgY\nmoKriIiIiIiIGJqCq4iIiIiIiBiagquIiIiIiIgYmoKriIiIiIiIGJqCq4iIiIiIiBiagquIiIiI\niIgYmoKriIiIiIiIGJqCq4iIiIiIiBiagquIiIiIiIgYmoKriIiIiIiIGJqCq4iIiIiIiBiagquI\niIiIiIgYmoKriIiIiIiIGJqCq4iIiIiIiBiagquIiIiIiIgYmoKriIiIiIiIGJqCq4iIiIiIiBia\ngquIiIiIiIgYmoKriIiIiIiIGJqCq4iIiIiIiBiagquIiIiIiIgYmoKriIiIiIiIGJqCq4iIiIiI\niBiagquIiIiIiIgYmoKriIiIiIiIGJqCq4iIiIiIiBiagquIiIiIiIgYmoKriIiIiIiIGJqCq4iI\niIiIiBiagquIiIiIiIgYmoKriIiIiIiIGJqCq4iIiIiIiBiagquIiIiIiIgYmoKriIiIiIiIGJqC\nq4iIiIiIiBiagquIiIiIiIgYmoKriIiIiIiIGJqCq4iIiIiIiBiagquIiIiIiIgYmoKriIiIiIiI\nGJqCq4iIiIiIiBiagquIiIiIiIgYmoKriIiIiIiIGJqCq4iIiIiIiBiagquIiIiIiIgYmoKriIiI\niIiIGJqCq4iIiIiIiBiagquIiIiIiIgYmoKriIiIiIiIGJqCq4iIiIiIiBiagquIiIiIiIgYmoKr\niIiIiIiIGJqCq4iIiIiIiBiagquIiIiIiIgYmoKriIiIiIiIGJqCq4iIiIiIiBiagquIiIiIiIgY\nmoKriIiIiIiIGJqCq4iIiIiIiBiagquIiIiIiIgYmoKriIiIiIiIGJqCq4iIiIiIiBiagquIiIiI\niIgYmoKriIiIiIiIGJqCq4iIiIiIiBiagquIiIiIiIgYmoKriIiIiIiIGJqCq4iIiIiIiBiagquI\niIiIiIgYmoKriIiIiIiIGJqCq4iIiIiIiBiagquIiIiIiIgYmoKriIiIiIiIGJqCq4iIiIiIiBia\ngquIiIiIiIgYmoKriIiIiIiIGJqCq4iIiIiIiBiagquIiIiIiIgYmoKriIiIiIiIGJqCq4iIiIiI\niBiagquIiIiIiIgYmoKriIiIiIiIGJqCq4iIiIiIiBiagquIiIiIiIgYmoKriIiIiIiIGJqCq4iI\niIiIiBiagquIiIiIiIgYmoKriIiIiIiIGJqCq4iIiIiIiBiagquIiIiIiIgYmoKriIiIiIiIGJqC\nq4iIiIiIiBiagquIiIiIiIgYmoKriIiIiIiIGJqCq4iIiIiIiBiagquIiIiIiIgYmoKriIiIiIiI\nGJqCq4iIiIiIiBiagquIiIiIiIgYmoKriIiIiIiIGJqCq4iIiIiIiBiagquIiIiIiIgYmoKriIiI\niIiIGJqCq4iIiIiIiBiagquIiIiIiIgYmoKriIiIiIiIGJqCq4iIiIiIiBiagquIiIiIiIgYmoKr\niIiIiIiIGJqCq4iIiIiIiBiagquIiIiIiIgYmjXcDRDj+vOf/8yGDRvC3QwREREROUtkZmby+9//\nPtzNEANScJWT2rBhA4sXLw53M0RERERE5Cyn4CqnZQ5YsPs84W5G9djt4W5BtQVtlnA3oUYCtsie\nieC3hbsFNROI8L/uwQg//0FrMNxNqDZTBLcdwGb1hbsJNeKyVoS7CTXisXjD3YQaiTKXhbsJ1RZl\njuz3/pYtFg6XmMLdDDGwCL+0kfpg93lIye8U7mZUiyk5KdxNqLaK+OhwN6FGyhId4W5CjRxpHNk3\nDsoahbsFNeON8PZXxEfuBaStUXm4m1AjcXHF4W5CjbSOzQt3E2qkQ9TecDehRrq4doa7CdXWxR7Z\n7/3bf+VixUpFEzm5yO4SERERERERkQZPwVVEREREREQMTcFVREREREREDE3BVURERERERAxNwVVE\nREREREQMTcFVREREREREDE3BVURERERERAxNwVVEREREREQMTcFVREREREREDE3BVURERERERAxN\nwVVEREREREQMTcFVREREREREDE3BVURERERERAxNwVVEREREREQMTcFVREREREREDE3BVURERERE\nRAxNwVVEREREREQMTcFVREREREREDE3BVURERERERAxNwVVEREREREQMTcFVREREREREDE3BVURE\nRERERAxNwVVEREREREQMTcFVREREREREDE3BVURERERERAxNwVVEREREREQMTcFVREREREREDE3B\nVURERERERAxNwVVEREREREQMTcFVREREREREDM0a7gaI8XmtJeTErw53M6rJHu4GVFsw3xLuJtRI\noDiy74v5d4W7BTUTiPC/7iZbuFtQMzZrMNxNqDZTBLcdoMDqC3cTamSttSLcTaiRHRZvuJtQI1+b\n/eFuQrVFmV3hbkKNbNkS2dc9Uvci/NJG6kPA7KfMXhTuZpx9IvvaJfLbL2FlCncDaijS2x/JIju2\nQnG4G1BDkd7+yKbLemnY9A6Xk8rMzAx3E0RERETkLKLrTzkZUzAYjOwxQSIiIiIiItKgRfYkNBER\nEREREWnwFFxFRERERETE0BRcRURERERExNAUXEVERERERMTQFFxFRERERETE0BRcRURERERExNAU\nXEVERERERMTQFFxFRERERETE0BRcRURERERExNAUXEVERERERMTQFFxFRERERETE0KzhboDUj0OH\nDvHkk08yd+5ccnNz8Xg8dO/enZ///Od06NCh2vudMWMGr776Kjt27CA6OppBgwZxxx13kJiYWIut\nj3x1df5/av369UyePJnBgwfz1FNP1co+G4q6OP8VFRU899xzfPjhh+zZswePx0OvXr24/fbbadOm\nTS2/gshV1XN/+PBhnnzyST7//HNyc3OJjY1l4MCB3HHHHaSkpByzzyNHjvDMM88wc+b/t3fnQU1d\nbRjAH+BDwKUgVam1aCt6IrKIilGLG4q2CtpxqzNuTK2OFutCHUdHK1XBZay2xdYVt5GKrQuVUauj\nVVyCRVSs1oI7IEiggYqIQTHwfn/Y3BoTKk5zMSHvb4Zh5uTm3rwPIfee5JyTw1Cr1XBycoKPjw8m\nT56M7t2713aJFk2O/AHg/PnzWLNmDTIyMvD48WN4eXlhwoQJCA0Nrc3yLFpNsy8uLkZsbCxOnDiB\ne/fuoVmzZhgwYACmTJkCV1dXo/0mJydjw4YNuHbtGpydndG1a1fMmDED77zzTm2WZ/Hkyv9ZhYWF\nCA0NRYsWLZCUlCR3SVZFjvyJCAkJCfjhhx+QnZ2NevXqISAgABEREejcuXNtl8heATsiolf9IJi8\n7t+/j2HDhiEvLw8BAQFQKBTIyspCWloanJ2dER8fD3d3d/Tr1++F+xo6dCiWL18OAFi7di1iY2PR\nvHlz9OzZExqNBqdOnYKHhwf27t0Ld3d3uUuzCnLl/yydToeRI0ciIyMD/fr1447rM+TKPyIiAseO\nHYNCoYC/vz/UajVSUlLg4uKCnTt3ol27dnKXZvFqkr2/vz8qKiowZswYXL58GR07dkSbNm1w69Yt\npKeno2nTpti7dy88PDwAwGBbIQQ6duwItVqN06dPw97eHt9++22N/pa2QI78AeDEiROIiIhA/fr1\n0bdvX5SXl0OlUkGr1eK7775D//79X2HVlqGm2ZeWlmLEiBHIycmBv78/hBC4fv06Ll++DIVCgYSE\nBDRs2FDa7759+zBnzhy4ubmhb9++0Gq1OH78OJydnbFr1y7uvP5NrvyfN2XKFCQnJ6Ndu3bccX2G\nXPnHxMQgPj4erVq1QmBgIO7du4dTp04BADZs2IAePXq8qpJZbSFW561YsYKEELRy5UqD9q1bt5IQ\ngoYPH0737t2jmJiYan+GDh1KQgjaunUrERHl5OSQt7c3hYWF0YMHD6R9JiYmkhCC5s2bV5slWjQ5\n8n/e2rVrSQhBQgj65JNPaqEq6yFH/idOnJCy1ul00j737t1LQgiaMGFCbZZosWqSPRHRjh07SAhB\nixcvNthu9erVJISgBQsWSG36bWfNmkWVlZVS+9GjR0kIQT179qSKigoZq7IecuSv1Wqpa9eu1KtX\nL8rPz5far1y5Qr6+vjRo0CAZK7IeNc0+OjqahBAUGxtrsF1sbCwJIWjVqlVSW2lpKXXu3JmCgoKo\noKBAak9NTSUhBIWHh8tXkJWRI//nJSUlSefdIUOGmL8IKyZH/jdu3CCFQkHDhw+n8vJyqf3MmTOk\nUChowIABMlbELAV3XG1ASEgI+fv7G/yjExFVVVVRUFAQCSHo7t271d4/JyeHOnXqRFOnTpXali9f\nTkIIOnz4sNE+e/ToQX5+fqTVas1biJWSI/9n3bx5k3x9fSkiIoI7ribIkf+SJUtICEEqlcpo+x49\nepC/v7/5CrBiNc1e/9zNysoy2K68vJy8vb1p4MCBUlt4eDgJISg3N9foeCNGjCAhBKWlpclSj7WR\nI399J3f//v1Gx5s1axYFBgYavJlpq2qSfV5eHimVSurevbvRmy0VFRXUpUsXCgoKktq+//57EkLQ\n5s2bjY43atQoEkLQnTt35CnIysiR/7OKi4tJqVTSJ598wh1XE+TIf9u2bSSEoB9//NHoePrnf1FR\nkTwFMYvBizPVcUSE/Px8tG7dGs7Ozga32dnZScO/CgoKTN6/srISM2fOhIuLC2JiYqT2c+fOwd7e\n3mhYhp2dHQIDA/H48WNcvnzZzNVYH7ny16uqqsL8+fPRtGlTzJw50/wFWDm58q+qqpL2Yeo+9evX\nN1cJVutlsq8uz6qqKlRVVRnkmZeXB1dXV7z11ltGx9TPxazu72lL5MpfpVLBycnJ5HDglStX4ty5\nc/86tNIW1DT7wsJClJSUoG3btnB0dDTYztHRES1btoRGo8GtW7cAAGlpaQCAXr16GR0zMDAQwNNz\ns62TK/9nLVq0CJWVlfjiiy/kK8RKyZU//T2z0dR5V6fTAQCfe20AL85Ux1VVVSE2NhZubm5Gt5WV\nlSErKwsA0KRJE5P3j4+Pxx9//IGVK1ca7OPq1ato3rw5GjRoYHQfLy8vAEB2dja6du1qjjKsllz5\n623fvh0XL17E5s2b4eLiYt4HXwfIlb9SqUR8fDy2b98OpVKJ//3v6Uvp7t27UVxczAvU4OWyVyqV\nOH78OLZt24aoqCjpwmTDhg0gIoMFlxYsWAAHBwejfep0OmRkZEj7tHVy5X/p0iW0bt0aTk5OOHPm\nDC5cuIAnT57Ax8cH/fr1k/4XbFlNs9c/j588eWJyP/p2tVoNLy8vZGZmwsHBweQ81jZt2gB4et61\ndXLlr/fLL7/g8OHDiI6ONpj7zZ6SK//AwEDY2dlh586dCAsLk655UlJScOXKFQQEBPB1kA3gM0wd\n5+DggJCQEKN2/TuFDx8+hBACLVu2NNqmsLAQq1evRmBgIAYPHiy1l5WV4cmTJ3j99ddNHvO1114D\n8HRyvq2TI3+93NxcfPPNNxg6dCh69OiBvLw8WWqwZnLlP2DAAAwbNgyJiYkIDQ1Fly5doFaroVKp\n0LJlS8yaNUu2mqzFy2Q/ZswYqFQqJCQk4OLFi/Dz88PNmzeRnp4OPz8/TJw4Ubp/7969TR7v66+/\nRm5uLtzd3dGpUyfZ6rIWcuSv0+lQVFSE1q1bY9q0aThy5IjBvtu0aYP169fD09OzVmq0VDXNvkOH\nDmjWrBkyMzNRUlJicKFfWFgofdJUUlIi/XZzczP5xk2jRo0MtrVlcuUPPL2uWbhwIZRKJUaOHCl/\nMVZIrvx9fX0RERGBdevW4b333kNQUBDu37+PkydPwt3dHVFRUbVTIHuleKiwDcrNzUV4eDgOHDgA\nJycnLF682OR269evx8OHDzF9+nSD9rKyMgBAvXr1TN5P/46XfugGM/Rf8weeDpmZP38+6tevj7lz\n58r9kOsUc+QPAO3bt4eLiwuys7Oxe/duqFQqAICHh4fJC0tWffYODg7w9/eHvb09MjMzsWvXLqSn\npwN4OvzX1NAwvb/++gvTpk3Dpk2bYG9vj4ULF8LJyalW6rE2/zX/0tJSAE+Ho168eBGxsbG4cOEC\nUlJSMGnSJNy8eRMRERGt30vIAAAJlUlEQVTS0GP2j+qyHzNmDLRaLSIjI3H9+nWUl5fj/PnzmDRp\nknQO1Z9ry8rKqj3v6odIVlZW1kI11scc+QPAsmXLUFpaiujo6H99XWKGzJW/l5cXXF1dUVhYiMTE\nRBw7dgw6nQ5NmjQxGm7M6qhXM7WWvQpPnjyhuLg46tChAwkhqE+fPpSenm5y24KCAvL19aUPP/zQ\n6DaNRkNCCBo2bJjJ++oX79iyZYtZH7+1M1f+REQ7d+4kIQQdPHhQasvNzeXFmf6FOfOPi4uT/gcu\nXLhAWq2W7ty5Q4sWLZIW6nh2tWFb96LsFy5cKK3GnJGRQVqtlm7cuEHTp08nIQRNnjzZ5H737NlD\nSqWShBCkVCrp2LFjtVWSVTFX/gUFBdIqqqdPnzY6zsiRI0kIQefOnau12izdi7LX6XT02WefSbnq\nf4KDgykyMtJgsTE/Pz/q2rWryePoVzqPjo6ulbqshTnzP3XqFAkhaOPGjQbH4MWZqmfO/A8ePEhC\nCOrfvz+dOnWKysrKSK1W07fffkvt2rWjoKAgXhjOBvBQYRtx9+5dzJgxA7///jvs7e0xduxYREZG\nVruIRkJCAioqKjB69Gij21xdXeHg4CC9+/48/bCOZs2ama8AK2fO/P/88098+eWXCA4OxqBBg+R+\n6HWCOfMnIsTFxcHZ2RkbNmyQ5lN6enoiKioK+fn5SE5ORlpamsHcQFv1ouzv3buHXbt2wcPDA999\n9500YqNNmzb46quvkJOTg+TkZNy5c0ca0l1SUoJZs2ZJn3KHhoZi3rx5PLfVBHPm37hxYwCAk5MT\n3n33XaNjhYSE4NKlS7h9+7a0WJAtq8nrjoODA1atWoXRo0fj119/xaNHj+Dl5YUBAwZg9uzZAP5Z\ndMzd3R1FRUUgIqNP+/i8a8yc+T969AhRUVFo3749Pvroo1dVklUx9/N/48aNAIDVq1dL35PeoEED\nfPrppygpKUF8fDwOHTrEQ7jrOO642oA///wTo0ePRkFBAdq1a4clS5bA19e32u11Oh327t2L+vXr\n4/333ze63dHREZ6ensjNzcXDhw+NFmjKyckBALRt29a8hVgpc+eflZWFsrIyJCcnQ6FQGN1+7Ngx\nKBQKaQEhW2fu/IuLi1FSUgIfHx+THaXu3btLF/q23nGtSfZ37tyBTqdDhw4djBbWcHBwgFKpRGZm\nptRxffjwIcaPH49r166hRYsWiI6ORlBQUG2WZTXkyN/V1RUAYG9vPNOIF0b5R01fdyoqKgAAnTt3\nRufOnaV2IsKlS5fw5ptvSitoe3l5Qa1W4/bt2waLBQF83n2eufPPy8tDfn4+8vPz4ePjY7Sfq1ev\nQqFQoEWLFjh+/Lh8hVkJOZ7/t2/fhpubm9RpfVa3bt0QHx+P3NxcmSpiloI7rjZg+fLlKCgoQM+e\nPbFmzZoXzv86d+4cNBoNQkNDq922e/fuyM7ORmpqKvr16ye1V1ZWIjU1Fc2aNeMT6N/Mnf8bb7yB\n8ePHG7WXlZUhMTERnp6eCA4ORqtWrcxWgzUzd/4uLi6ws7ODRqMx+cmHfiSC/gLfltUke/0bXxqN\nxuQ+ns9z/fr1uHbtGnx8fLBlyxaTK1eyp+TIPyAgACdPnkROTo7Ra8yVK1cAAEIIs9VgrWr6uhMS\nEoLHjx/j7NmzBu1nz55FUVERRo0aJbV169YNKpUKKSkpRh3XlJQU1KtXD126dDF/MVbI3Pk3bNjQ\n5HkXeLq6f+PGjTF48GB+3f+bHM//Bg0aoLS0FOXl5UZvkvF514a8ynHKTH5arZb8/PyoW7duNR77\nHxMTQ0IISkxMrHabjIwMUigU9MEHH5BWq5Xa165dS0IIWrdu3X9+7HWBXPmbwnNcjcmV/9ixY0kI\nQZs2bTJoV6vVFBQURB07dqT79+//p8du7WqafVVVFQUHB5MQgn7++WeD2zIzMykgIICCg4OlOcN9\n+vQhHx8funv3rqyP39rJlf/Ro0dJCEETJ06k8vJyadvffvuNfHx8KCwsjKqqquQpykq8zOuOfh7x\n0aNHpbaSkhIaPHgweXt7U3Z2ttSu0WjI39+fevXqRUVFRVJ7UlISCSHo888/N38xVkiu/KvDc1wN\nyZX/nDlzpHnclZWVUntpaSmFhYWRt7c33b592/wFMYvCn7jWcX/88QceP36MN998E7GxsdVuN3Xq\nVOmTC/2XnD87bON53t7e+Pjjj7Fp0yaEhYXh3XffRXZ2NtLS0uDr68tzQP4mV/6sZuTKPyoqCuPG\njcOKFStw6NAhKBQKPHjwAKdPn8ajR4+wbNky6WuhbNXLZL906VJMnjwZM2fOREJCAt5++21oNBqo\nVCrY2dlhyZIlcHBwgFqtRn5+Ppo2bYqtW7dWu8+xY8fa/IgDOfIHnn5CMmLECOzZsweDBg1Cly5d\nUFpaipSUFDg6OmLp0qU2v9rqy2Q/depUnDx5EjNmzEBwcDBcXV2RnJyM4uJizJ071+B53KRJE8yZ\nMweLFi3CkCFD0KdPHxQVFeHkyZPw9PREZGRkbZRn8eTKn9WMXPlHRkbi/PnziI+PR2pqKvz8/FBR\nUQGVSoWSkhLMmDHD5Hccs7qFO651nH74V1ZWlvSlz6aEh4fDzc0Njx49ws2bN+Hm5mbyuy2fNXv2\nbLRo0QI7duxAUlIS3N3dER4ejunTp/PXUfxNzvzZi8mVf9u2bZGUlISNGzciOTkZSUlJcHZ2RseO\nHTFp0iSbn9sKvFz23bp1w759+7Bx40akpKQgPT0dDRs2RO/evRERESHNKdPvU6PRYPv27dXuMyQk\nxOYvOOXIXy8mJgZ+fn7YsWMHDh48iAYNGqBPnz6YNm0aTxHBy2UvhMCOHTsQGxuL1NRUVFZWwsvL\nCwsWLMDAgQON7jN69Gg0btwYcXFxOHDgABo1aoRhw4Zh5syZcHd3l60mayJn/uzF5Mrfw8MDP/30\nE+Li4nDkyBHs378fjo6O8Pb2xrhx4/jvZSPsiIhe9YNgjDHGGGOMMcaqY7wsIGOMMcYYY4wxZkG4\n48oYY4wxxhhjzKJxx5UxxhhjjDHGmEXjjitjjDHGGGOMMYvGHVfGGGOMMcYYYxaNO66MMcYYY4wx\nxiwad1wZY4wxxhhjjFk07rgyxhhjjDHGGLNo3HFljDHGGGOMMWbRuOPKGGOMMcYYY8yicceVMcYY\nY4wxxphF444rY4wxxhhjjDGLxh1XxhhjjDHGGGMWjTuujDHGGGOMMcYsGndcGWOMMcYYY4xZNO64\nMsYYY4wxxhizaNxxZYwxxhhjjDFm0f4PFebgKSrovD4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f3405518128>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 417,
       "width": 471
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = plt.axes(projection=cartopy.crs.PlateCarree())\n",
    "ax.coastlines(color='white', resolution='10m')\n",
    "\n",
    "iris.plot.contourf(t2[0], axes=ax, cmap=plt.cm.viridis, levels=np.arange(270, 300, 2))\n",
    "plt.colorbar(orientation='horizontal', shrink=0.5)\n",
    "\n",
    "for x in t2.coord('longitude').points:\n",
    "    ax.axvline(x, color='white', lw=0.3)\n",
    "\n",
    "for y in t2.coord('latitude').points:\n",
    "    ax.axhline(y, color='white', lw=0.3)\n",
    "\n",
    "x, y = np.meshgrid(t2.coord('longitude').points, t2.coord('latitude').points)\n",
    "plt.plot(x.ravel(), y.ravel(), 'o', markersize=5, color='white')\n",
    "    \n",
    "plt.sca(ax)\n",
    "ax.set_xlim(-77, -71)\n",
    "ax.set_ylim(39, 43)\n",
    "plt.gcf().set_size_inches(12, 8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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ImgisQANsOACAk1i15iM9+8JKud2W7vzqPLndp3YaxuL3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\nIiIiIiKnxsKViIiIiIiInNo/sltqaFZkOiIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f33fcd02898>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 417,
       "width": 471
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = plt.axes(projection=cartopy.crs.PlateCarree())\n",
    "ax.coastlines(color='white', resolution='10m')\n",
    "\n",
    "iris.plot.contourf(speed[0], axes=ax, cmap=plt.cm.viridis, levels=np.arange(8, 24, 2))\n",
    "plt.colorbar(orientation='horizontal', shrink=0.5)\n",
    "\n",
    "plt.sca(ax)\n",
    "ax.set_xlim(-75, -72)\n",
    "ax.set_ylim(40, 42)\n",
    "plt.gcf().set_size_inches(12, 8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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+jM1gApGsZ6veSnBNW+t5MYug1Yggec8kIlprxgDjKECvX4U2HL5km0iwCK2G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\nQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f33fc1a7128>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 417,
       "width": 471
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = plt.axes(projection=cartopy.crs.PlateCarree())\n",
    "ax.coastlines(color='white', resolution='10m')\n",
    "\n",
    "iris.plot.contourf(prectotcorr[3]*86400*24, axes=ax, cmap=plt.cm.viridis)\n",
    "plt.colorbar(orientation='horizontal', shrink=0.5)\n",
    "\n",
    "plt.sca(ax)\n",
    "ax.set_xlim(-75, -72)\n",
    "ax.set_ylim(40, 42)\n",
    "plt.gcf().set_size_inches(12, 8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python [default]",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
